{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Structural Split Dataset\n",
    "\n",
    "This shows how to load the structural holdout datasets described in Insert Section of our paper\n",
    "\n",
    "There are two tar files you will need.  **The `StructureDataset` class will download these for you.**\n",
    "- [The data splits](https://dl.fbaipublicfiles.com/fair-esm/structural-data/splits.tar.gz)\n",
    "- [The pickle files containing sequence data, secondary structure labels, distance maps, and 3d coordinates](https://dl.fbaipublicfiles.com/fair-esm/structural-data/pkl.tar.gz)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install esm:\n",
    "# !pip install git+https://github.com/facebookresearch/esm.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import torch\n",
    "\n",
    "import esm\n",
    "from esm.data import ESMStructuralSplitDataset\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading the splits\n",
    "\n",
    "Given the same root path, `ESMStructuralSplitDataset` will download the dataset only the first time it is initialized.  Any other time, it will check if the folder exists and exit early."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "for split_level in ['family', 'superfamily', 'fold']:\n",
    "    for cv_partition in ['0', '1', '2', '3', '4']:\n",
    "        esm_structural_train = ESMStructuralSplitDataset(\n",
    "            split_level=split_level, \n",
    "            cv_partition=cv_partition, \n",
    "            split='train', \n",
    "            root_path = os.path.expanduser('~/.cache/torch/data/esm'),\n",
    "            download=True\n",
    "        )\n",
    "        esm_structural_valid = ESMStructuralSplitDataset(\n",
    "            split_level=split_level, \n",
    "            cv_partition=cv_partition, \n",
    "            split='valid', \n",
    "            root_path = os.path.expanduser('~/.cache/torch/data/esm'),\n",
    "            download=True\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examine a single sample\n",
    "\n",
    "Each element is a dict with\n",
    "- `seq`    : string\n",
    "- `ssp`    : string\n",
    "- `dist`   : np.array\n",
    "- `coords` : np.array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "dict_keys(['seq', 'ssp', 'dist', 'coords'])\n",
      "\n",
      "sequence MKTVRQERLKSIVRILERSKEPVSGAQLAEELSVSRQVIVQDIAYLRSLGYNIVATPRGYVLAGG\n",
      "\n",
      "SSP labels XHHHHHHHHHHHHHHHHH-SS-B-HHHHHHHHTS-HHHHHHHHHHHHHHT---EEETTEEE--TT\n"
     ]
    }
   ],
   "source": [
    "esm_structural_train = ESMStructuralSplitDataset(\n",
    "    split_level='superfamily', \n",
    "    cv_partition='4', \n",
    "    split='train', \n",
    "    root_path = os.path.expanduser('~/.cache/torch/data/esm'),\n",
    "    download=True\n",
    ")\n",
    "ele = esm_structural_train[0]\n",
    "print(ele.keys()) \n",
    "print()\n",
    "print('sequence', ele['seq'])\n",
    "print()\n",
    "print('SSP labels', ele['ssp'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize 3d Coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "coords = ele['coords']\n",
    "xs = coords[:,0]\n",
    "ys = coords[:,1]\n",
    "zs = coords[:,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10))\n",
    "ax = fig.add_subplot(111,  projection='3d')\n",
    "ax.set_title('3D coordinates of $C_{b}$ backbone structure')\n",
    "N = ele['coords'].shape[0]\n",
    "\n",
    "for i in range(ele['coords'].shape[0] - 1):\n",
    "    ax.plot(\n",
    "        xs[i:i+2], ys[i:i+2], zs[i:i+2], \n",
    "        color=plt.cm.viridis(i/N),\n",
    "        marker='o'\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize Distance + Contact Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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veXmlp88CAADgB112DjZ1+ilyMAAAVoBqM15OmtkNF/4xmwC8VtI6SdfXsF8AACyfcrn2P0Bl5GAAgPqT0Rys2oyXt0p6Vs1Zd5+W9FYz+/2LaeBMoqTzNY3rk8ukykbflSgz/cKea8L41kJHso2BclxW+ZFyXCp4Ty5eV3eizLQknUiUms4pLvu7M1FttZyoZCtJp/riUtO5QlyetXVDXEJY5XTJWrNTcRt9iXLS54fDsPfF65Gk8fsHw3jDmfNhfPDeeN+2H3k82cbUcPwF4WPPbAjjqVNy05G4T5J04nxc/vbu5rjtRo/LTJ+1uPXxwxuTbV83cCaMnxlZG8a/0dQQxveejt8vSVeOxufHI+Px+XGkId7uLcfSJdJbW+OS4IO5+OPKEuXZJ0+nP1RLE/F5W8jHy1gh3o7SVPr890Rp88ne+BwsnohrU5ePpGtW25r4WJVGE+fg2f74/Q/Fn62SNP5QfMxbt8Tnf+l0/FlSHEufNz4WL5P8Sh+oD5edg602qVLTlJkGAKx2FS+8uPuxCq99Y/G7AwDACsAzWLDMyMEAAHUpozlYtVuNAAAAAAAAcImq3WoEAED9qXSPJwAAAGojozkYM14AAAAAAABqhBkvAADMl9H7iwEAAFa0jOZgXHgBAGA+yj0DAAAsvYzmYNxqBAAAAAAAUCM1n/Gyo2FtGD9bnkgus6HQFsZf2HNNGL+7/9Ewnu/Zk2xjXaE1jA+WRsP4A34mjF+X70y20Zq4rnW44GF8WsUwvm3Kkm00luJ1neiN+9UzMRLG29anj4eXx8J4YaAvfv+5c2G8dPh4so2RUw1hvL0Q9+v06e4w3tg2nWxjajw+Hqdz8WnQkpjmViikr8LmFR+PnOJjuHU6jg8V4/WM5fLJtgeHm8N4r5rC+AmL91VbQzwOJWl6LB5XBxvjfXLUx8N4Z7k92UbjcBz/ZuNkGN/qif4+uCHZxjmLj/nJYjxG9n0z3u8npuN9Lkk33xlXgn3qofgz8Zr1j4Xx0cPxWJCkzo5DYTw3Fn+O+ej5MD712ECyjZNPdITx7ZuPhPG+h+J9smXHE8k2ysPxOLFCerzXXEanuQKr0VjvnWG8efOtS9wTYPXgvMGqldEcjBkvAAAAAAAANbLgCy9m9sladAQAgBWjXK79D7AA5F8AgLqQ0Rys4q1GZvb5+SFJLzOzLkly99fVqF8AAAB1ifwLAIBsqfaMl62SHpb0B5JcM3/490n6cKWFzGy/pP2SdH339drRtv3yewoAwBJxLy13F1DfLin/kp6dg33sw7+pn33rT9WwmwAALK6s5mDVbjXaJ+nbkt4j6ay73y5pzN3vcPc7Ugu5+wF33+fu+7joAgAAsCCXlH9Jz87BuOgCAMDKUHHGi7uXJf2OmX169r+nqi0DAMCql9En6mN1IP8CANStjOZgF/VH3N2PSXqjmb1GUlwrOGFbriWMP12OyxpL0ulESeethbisaaps9F39jyTbeFFimU2FuMxtqk+PltO747pcXHq3w+OJRn35VNnY9GHaNRWXBC55XKZ4YDAuo225dMnajpa4jK+PxvtEhbi/ufZ06d3Gtng8NOyK+7tpMN7vbc+NSydL0uTRxLg6Fpes7umO+7Rme1xeW5LGDiVKgk/H5bKvLMVldFvKjWH8pu7+ZNudW+J1bR2Kj4cf3xjG15Snkm1s7Y73e+FMXN67uTE+/7clxq0ktSfKXB8pxPsknyjV3ZJPt1EqxcuMWHxunpuMj99IPj1pcHIkLoVczMfTJ3Nt8dhp2RGff5Jka+P9ri074/cPxiXgC1vakm20PZEq9Rxv++REPN5K/XEpa0ma6ksdq3QJeqAeXE7+JaXLxqbKzK42lMsF0jgPgJVlQd+euPsXJX2xRn0BAGBloOoQVhDyLwBA3choDrbgctIAAAAAAAC4ONwvDADAfBm9vxgAAGBFy2gOxowXAAAAAACAGmHGCwAA85XjhyADAACghjKagzHjBQAAAAAAoEaY8QIAwHwZvb8YAABgRctoDlbzCy85WRi/LteZXOZhnQ3jA+WxML6u0BrGX9SzJ9nGXf2PLGiZDYW2MD5YivskpbfjOYlt7/R4AtLxgifbcIsP4e7JeJnGxEA+1d+ebEMaDqNNvafiPiVKgPlwel8NnWgJ441rR+IeDcTHvPHJ88k2Bo7EbRyzxjA+NRiP3fPn4/dL0vdK8X58sDgdxkdyTWE8NcFu97nmZNvFpnipcimxHbk4XvR8so1CIT62XT4VxpsU76um5BZKPd3xMd9zJl7XRLwZ2tATj1tJ2pSPz4/c8bVh/IpNQ2G8cLIr2Ubzxngbm0/H+8qaG+L4eDx2JElT8bo0PhqGfXAgjJeH0ufm1GQxXtd0Yjss3rfWkJ5gWUocRJ/O5h9eYLk1b741jI/13rnEPamNStuR2nYAAGqJGS8AAMyXuIC8lMysSdLXJDVq5u/1Z9z9vWa2RtJfSNop6WlJP+nu8dVBAACA1WQF5GC1UPEZL2b2QjPrmP292cx+w8y+YGYfMLP0lBUAAHC5JiTd5u7Pk3SDpFeb2c2S3i3pq+5+laSvzv4bGUMOBgBAdlR7uO7HJV2Ys/4RSZ2SPjAb+0QN+wUAwPLxcu1/qnVhxoV774qzPy7p9ZL+eDb+x5LeUIM9gOVHDgYAqD8rIAerhWq3GuXc/cIDBva5+/Nnf/+6md2XWsjM9kvaL0kvXXOT9rbvvuyOAgCwZFbINFczy0v6tqQrJX3U3e82sw3ufkKS3P2Ema1f1k6iVi47B7N8p3K5+JloAACsSCskB1ts1Wa8PGhmPzP7+/fMbJ8kmdnVkhJPdZTc/YC773P3fVx0AQDgB5nZfjM7OOdn//z3uHvJ3W+QtFXSC8zsOUveUSyXy87BuOgCAMDKUG3Gy89K+oiZ/TtJpyV908yOSjo6+xoAANmzBN+2uPsBSQcu8r1nzOx2Sa+WdMrMNs3Odtkkqa+G3cTyIQcDANSfjM54qXjhxd3PSvpnZtYu6YrZ9x9z97iOcKBdcWnaNk/UgFW61PQj5XNhfLAUl07dVEiXSE6VjV5omen1iVLWknQ60a8HE2WmU9vdligzLUlH84mB2RCXgN0+GZembUqUHJbSpabXHBsM46UzcRvne9PD7eHRjWF8+N64hPCDubg09O77KhyPXFyu9xuNcX/XePz+ndPpctKPFuPj8b3p02G8VIjLFx8vx2MnX6EM+8aT8baXEiXd/74hLiHcWkyXkx4a6gnjR5viEsL3JAqtlJq6km1ceSbeJw8ldntJ8T7fcHJNso0Wi0s9n87FY3TtUFzG+2guPRa2H47Hz6PDXWG84+6TYXwwcVwlaevI42G8eCouG106GX/2HP1Gukz5obF4zO27L/5//WfOt4XxDc+ky3uPn4s/rxons/mH92KZWY+kqdmLLs2SfkQzz/j4vKS3SXr/7H//avl6iVpZjBxsoSqVWs56qWnKTGfTpZQWz8oYycp2AFlxUeWk3X1Y0vdq3BcAAFYE9/ji3BLbJOmPZ5/zkpP0KXf/azP7pqRPmdnbJT0j6Y3L2UnUFjkYAKCerJAcbNFd1IUXAACwtNz9fkk3BvEBSS9f+h4BAADgUnDhBQCA+TJ6fzEAAMCKltEcrFpVIwAAAAAAAFwiZrwAADCfZ/PbFgAAgBUtozkYM14AAAAAAABqhBkvAADMl9H7iwEAAFa0jOZgNb/wsq0UT6rpy3lymQ6Pl9mT6wjjD/iZMH66NJpsY0OhLYy/qGdPGL+r/5EFvV+S1hdaw/hAaSyMP6JzYTy13VJ6X/Un9q8V40O+a2o62UbZLY6PxqW+UrPDpifTE6yKHve3o208jHcPN4XxzWuGk200nW0J4xu8OYxfMxmvZ3cx3UZxsj2MTzX0hPEfHo/37aHGzjD+nPGpZNstFh+Pcc+H8d0e78PpuEuSpNRLqWXGy/G46suly8QVG+Ix+rDH58dwOd4n7U1r0214MYw/kpsI4yfL8Tn4aENikEjqOLkujB9qjM+D7cfisXN+Ku6rJK0fiMdicUf6fI544hyXpHP5+LWBgfjz7cnE8dv6ePpzbHQytY3xMe9KrglArTRvvjWMj/XeucQ9qY3UdqS2G6vDpRw/jvkPWuh5zj4EfhAzXgAAmC+j9xcDAACsaBnNwSpeeDGzBklvltTr7v/HzN4i6UWSDkk64O7pr98BAABwScjBAADIjmozXj4x+54WM3ubpDZJfynp5ZJeIOltte0eAADLIKP3F2NVIQcDANSfjOZg1S68XO/uzzWzgqTjkja7e8nM/kTS91ILmdl+Sfsl6ae6XqAfbrtq0ToMAABQBy47B7N8p3K5+HlMAABg6VQrJ52bneraLqlF0oUnfjZKSj7x0d0PuPs+d9/HRRcAwKrj5dr/AJVddg7GRRcAwKqT0Rys2oyXP5T0iKS8pPdI+rSZPSXpZkl/XuO+AQAA1CtyMAAAMqLihRd3/x0z+4vZ33vN7JOSfkTSf3f3e5aigwAALLmM3l+M1YMcDABQlzKag1UtJ+3uvXN+PyPpMwtpYP20h/Fi3pLLHM/Hy3R7fGfUdfnOMP5o+VyyjcHSWBhfX4in5b6oZ08Yv6v/kWQbqWU2FNrC+FB5PIw/XD6bbGNPriOMr/V8GD+R2LclSw+FKyfj+GR/HM83xvHG1ulkG42JKV8d6+J9sn1sNIx3bY6PqySNjjaE8fWleCxus7iNpsZ0IYlSKY53JMZui8cLXDkZ9+mqTYPJthta4v1riRsKxx/fGMbHcuk7EPe2xe1fMRyfN7nGdWE8tX2SdJXi/d6Wj8f60/l4Hz5/LD3e2nLxMcwVm8P4jsl4fI40Jmf7a40mwvjOqXj/9mwZiePJFqSmHfF5ntu1NV4gdzwMd68fTrax5en42LZ1xh8MDfHh03QpPa76y/GHRqEv/qzckVwTkC2Xm4MthebNt4bxsd47l7gntZHajtR2AyvFYo5Rxjtw+apeeAEAoO5k9NsWAACAFS2jOVi1h+sCAAAAAADgEjHjBQCA+ag6BAAAsPQymoNx4QUAgPkyOs0VAABgRctoDsatRgAAAAAAADXCjBcAAObL6DRXAACAFS2jOVjNL7ykygTvmIrLGs+Iu5UqhdyamLhzXS4uMy1JDysu0Xy6FNdCXWiZaSldajq1TKqNgUTpa0l60M+E8b35rjDemSgz3ZtPD/ByQ3w8th6N+1v2uFTw5FTctiTd3xS3UXwqLqb7TCEu4zv6ULq874PFuGTt9wpx2d/xUksYbxiL45L09UI8fvrK8TEsN60J49MWj/U1J+L3S1KDxWWVO5vi7TvSEB+PoVz63NwwHG/7aGJcjVg8rs7l02MhV06Uky/F8bO5eF0d+URdY0nrus6H8WsH4vGzuTl+/9BU+jOmozne75qIx+HUeLwd46PpMd3wTFyCOtf5TLyuQ3HZ6Geeict+S9LRYnxurj0fb0eqanShwmdMLlGyvqVC6XYAK1u9lpmWKL27knCcAKwUzHgBAGC+jN5fDAAAsKJlNAer+IwXM+s0s/eb2SNmNjD7c2g21rVEfQQAAKgr5GAAAGRHtYfrfkrSkKSXuvtad18r6WWzsU/XunMAACwLL9f+B6iMHAwAUH8ymoNVu/Cy090/4O4nLwTc/aS7f0DS9tRCZrbfzA6a2cEvjz6xWH0FAACoF5edg5XL8fOpAADA0qp24eWImb3TzDZcCJjZBjN7l6SjqYXc/YC773P3fa9uuXKx+goAwNIol2v/A1R22TlYLhc/BB8AgBUrozlYtQsvb5K0VtIdZjZoZoOSbpe0RtIba9w3AACAekUOBgBARlSsauTuQ5LeNfvzLGb2M5I+UaN+AQCwfJiRgmVGDgYAqEsZzcEup5z0b+gi/uj35CbC+FQ5Pdlm55SH8ZyKYfxwIX5/h6fbeE6uM4w/qLNhfKA0FsY3FNqSbbyoZ08Yv6v/kTB+S+L9Gyu0MVQeD+MPl+Lt2JOPt3ud55NtDObi/XturDGMny/Fx+l4IY5L0uH8ZBjvaGgI44/mp8N40eM+SdJAYjueLo2E8Z583N9t0+lx1WnxMudzcX83li2MP5WPP3BO59Kn7GgubrtzPN6Hx5viNp7w0WQbxcZ4LJYS77+v1B/Gn86lj9OodYTxk7m4lUfLw/GKil3JNq4Yag7jRxvj49E3FZ833yrGn2+SZJPxMt9oiJcpD6wP42fTp6b2PBzfRnDF0FAYHxzoCuPfKcT7Q5K+nY8/+6ZKcdvfzcfbt3G8PdnG2UJ8Tq1NfMYAuLgcbCVq3nxr8rWx3juXsCe1k9qOSttejyod73rdV4s5dhZ6Pi1mG/V6/IBKKl54MbP7Uy9J2pB4DQCA1c3jC7XAUiEHAwDUpYzmYNVmvGyQ9CrNlC6cyyTdVZMeAQAAgBwMAICMqHbh5a8ltbn7ffNfMLPba9EhAACWXUbvL8aqQg4GAKg/Gc3Bqj1c9+0VXnvL4ncHAAAA5GAAAGTH5TxcFwCAbMroty0AAAArWkZzsHR5FgAAAAAAAFyWms94Wb82LtV75ky6fGluKo7vTMSnE2Wm+/LpJyJ3JkpNX5coM/2IzoXxVDlnSVpfiMutpspGf3OBZaYlaXMhLtGa6teh0pkwvjfflWwjVWp6tBQPnyaLy/6urVCGeXshLnn83Om4lO3a6ab4/Z0DyTbWDMXH1pvWhPEXj8Ulrtc0p495YTpuY1ei1PPNuXhc7RxrCePXbjmVbHtiLD4ejc1xKeu24+vC+JaGdPnyPZPxPhlPXMMdaI73bYUKydo2GZ+30w3xUo8n1lNW+vxPVPFWX6Jk9YjF23e0fD7ZxoZiPKY90a9cIr5tKn3Vv7sxLt3csSs+TpYoqX7F8fTn8cnmuKRzqlenE589jzZWKPWe+Mw4X4rPg5uTa1pEns1vW4CVLFWCljLT2bQU273a9u1i9ne1bftCcT79oMzsk4zmYMx4AQAAAAAAqJGKF17MrMPM/pOZ/Q8ze8u81z5W264BALBMyuXa/wAVkIMBAOpSRnOwajNePiHJJH1W0pvN7LNmdmG++JLM9gYAYMm51/4HqIwcDABQfzKag1W78LLb3d/t7p9z99dJ+o6kvzOztZUWMrP9ZnbQzA7+2eCxRessAABAnbjsHKxc4TlUAAAgZmavNrNHzewJM3t38HqnmX3BzL5nZg+Z2c9UW2e1h+s2mlnOfeYJN+7+PjM7JulrkpJP4HT3A5IOSNJT17+Sr/UAAKsLtwJh+V12DlZo2EIOBgBYXZY5BzOzvKSPSnqFpGOS7jWzz7v7w3Pe9q8kPezuP2ZmPZIeNbP/6e5xhQtVn/HyBUm3zQ24+x9L+lVJyZUCAADgspCDAQCw9F4g6Ql3f2r2QsqfS3r9vPe4pHYzM818GTIoKS4lO6vijBd3f2ci/mUz+62L7TkAAKsKM16wzMjBAAB1aflzsC2Sjs759zFJL5z3nv8m6fOSeiW1S3rThRmqKdVuNarkNzTz4LeKGtviCz9ri+n7jvtOtYfxcil+/7YpS6wpvXnHC/Hs2zaPJwHtyXWE8YfLZ5NtDJTGwvjGQjxD+JaePWH8m/2PJNtILbO5EO/DgXLcp4dKZ5JtXJvvCuP9uWIY704cqCalx+J0YvJV3uLj1F6K27DE+yVpOJcP40XF4yfV9pnxpmQbxxvjZeKWpXMTjWG8IbGvmjqnkm0XGuNlWjbH8Z7T8VgYnWxNtrFr41AYL5fi43dqqCeMt5XTx+n5a0+H8c2n4zFdbOgK47dMxtsnSVu3nAnj3Ufj/rbaRBhva1iTbOPasXiMHivG4+fa4rkw3tSYvnje0hH3q7ipJY6fGg/jnZZuY2sp7u/GqXhc7WqKx8+m9NDVUPxRAiDtonKwrGjefGsYH+u9c4l7Uhup7UhtN7BSLOcY5fz4QeyTi2dm+yXtnxM6MHurrqTwfw7n/8/LqyTdp5mZqbslfcXM7nT3OKFXlQsvZnZ/6iVJGyotCwDAqlX5Swug5sjBAAB1aQlysLnPQwsck7Rtzr+3amZmy1w/I+n97u6SnjCzw5L2SLon1Wa1GS8bNHM1Z/7X3CbprirLAgAA4NKQgwEAsPTulXSVme2SdFzSmyW9Zd57npH0ckl3mtkGSddIeqrSSqtdePlrSW3uft/8F8zs9ovqNgAAq4xXuB0OWCLkYACAurPcOZi7T5vZL0j6W808MeLj7v6Qmb1j9vXfk/QfJf2RmT2gmS9E3uXu8fMSZlV7uO7bK7w2/6oPAAAAFgE5GAAAy8PdvyTpS/Nivzfn915Jr1zIOi/n4boAAGTT8j9RHwAAoP5kNAeLS5EAAAAAAADgstV8xktDW1xStbErURtaUk95JIyf6ovLyTaW4vvAdk2lS6S6xZt+NB9fYetYYJlpSXrQz4TxoXJc0jVVAjpVMlpKl5pOLZMqZX22HJellaRHSnHJ7O3FtWH8cGLfVvL18kAYLyTaGGmIj9OJc+uSbXyjMd7vpxLHI1WmOFm9XNK9iWO+LheXjd6Sb15QG+2PpcsXD03HbWwfiKuaHUmUjb6/Mb2BHSe7w3hrPj7X+hNlggc83cbus3H54lKFZSLj5VQRb8kSq1pbiM+DxmK8fS2JUsuSlP+BqnMzBhPd6h2PS0BPTaSvj7edjT9Hd03EZb8f64sLodzflD5nD9tkGD9vDXFccd3oXIU/N22Jz9eN08t4jy9VjYAVr17LTEuLVzZ2KdpYirYpyQ1kSEZzsAXPeDGz9bXoCAAAANLIwQAAWJ0qTk0ws/lfr5uke8zsRknm7oM16xkAAMuFqkZYZuRgAIC6lNEcrNo9IaclHZkX2yLpO5Jc0hW16BQAAECdIwcDACAjqt1q9E5Jj0p6nbvvcvddko7N/p78g29m+83soJkd/OSxE4vZXwAAaq9crv0PUNll52Dl8vkl6ywAAIsiozlYxQsv7v4hST8r6dfN7LfNrF1KPDHy2csdcPd97r7vrVs3LVJXAQAA6sNi5GC5XPwQdQAAsLSqlp9x92OS3mhmPybpK5Li0hsAAGQFM1KwApCDAQDqTkZzsIuuauTuX5D0Mkk/Iklm9jO16hQAAABmkIMBALC6VZ3xMpe7j0l6cPafvyHpE9WWadzZGMbLI1PJZdoLk2E8Vzgbxk/0dobxkluyjd2Tidm6DcUw3J+L37/W88k29ua7wvjDpXg7hsrjYXxzoT3Zxi09e8L4N/sfWdD7K7WR6tewxftkIhEfVPqYT3spjJcTs6pT10HbKzwFe7PisTiVOLYb42Go9gpXYacb47HYUo7H4g2Fc2G8bzz+UrOjOz4WknR+KD6dLbF9rYl9bhU+FgZz8fmheFWaKMZtn8ilx8KOibYwPp041Z7MxQeq1NSQbKNwdH6xkBnHc/EyE1Px8TtYTB+Pp5vjffVweSiMDzV3hPG2Cp9jLR63ke+Lx+HxYnxsj1n6eDwyHff3VL45jB8aPRmvqGVHso3zibHY1LCMX+57Np+oj9XrUnKwetW8+dbka2O9dy5hT1BJpeO0nOtCdqXO/5U4fhbzsyq1fZXaWNZ9ktEcrFo56ftTL0nasPjdAQBgBcjoNFesHuRgAIC6lNEcrNqMlw2SXiVp/leeJumumvQIAAAA5GAAAGREtQsvfy2pzd3vm/+Cmd1eiw4BALDsKty2CCwRcjAAQP3JaA5W8cKLu7+9wmtvWfzuAAAAgBwMAIDsWNDDdQEAqAuezfuLAQAAVrSM5mAXXU4aAAAAAAAAC1PzGS/5jV1h3AaGk8v49FgYb90wHcZ7JkbC+MBga7KNxsSVtO2TcRuWKMN6Ip++B60zUWp6Tz4u9XqodCaMD5Tj/SFJGwtx6d2Flpl+UeL9krQh0cZUomz05lJ8PW9bopyzJHUV1obxW8fjUsETHrdx9ZaBZBvNx3vifhXjsrgv6DwdxvMVjvnUwLow3lKOx9Xm58SlxdecPR/Gu25Kn7LrjvWF8YYdcUne9vvi9zc+FW+DJO3cOhjGi03x+TT2+MYwPpRPl3p+bmd8DIdH4vFz1OPxefVE+mr5xu748+fsUHcYL+fic7mzwkdoUXEZ6Otycdnoa6fiNnZMJ+qaV3DtdfGx7XiiK44nSnhL0pqG9WE8WTa+Id6+QU9vx2MT/WF8tDE9FmtuBdxfbGbbJH1S0kZJZUkH3P0jZvbvJf2cpAs77t+6+5eWp5fA6nIpZVWzbCWW0QVqZTWN90vpa+pz7FI+35b1M3EF5GC1sOALL2a21t3T/3cLAAAWw7SkX3X375hZu6Rvm9lXZl/7HXf/0DL2DcuAHAwAgNWp4q1GZvZ+M1s3+/s+M3tK0t1mdsTMXrIkPQQAYIl5uVzzn6p9cD/h7t+Z/X1Y0iFJW2q86VghyMEAAPVoJeRgtVDtGS+vcfcL91t8UNKb3P1KSa+Q9OGa9gwAgAwzs/1mdnDOz/4K790p6UZJd8+GfsHM7jezj5tZfI8cVjtyMAAAMqLahZeimV24HanZ3e+VJHd/TEo/sGNuMvnx7zy1SF0FAGCJlL3mP+5+wN33zfk5EHXFzNokfVbSr7j7OUn/n6Tdkm6QdEL8T3hWXXYOVi7HzwsDAGDFWoIcbDlUu/DyUUlfMrPbJH3ZzH7XzF5sZr8h6b7UQnOTyX/+/CsWsbsAANQPMytq5qLL/3T3v5Qkdz/l7iV3L0v675JesJx9RM1cdg6Wy6WLDAAAgKVT8eG67v5fzewBST8v6erZ918t6XOS/mPNewcAwHJIVL5bSmZmkv5Q0iF3/+058U3ufmL2nz8u6cHl6B9qixwMAFCXVkAOVgtVqxq5++2Sbp8fN7OfkfSJxe8SAACQ9I8k/bSkB8zsvtnYv5X0U2Z2gySX9LSkf7EcnUPtkYMBAJANCy4nPcdv6CL+6FtbPM0119KcXCZfOhm/UJ4Iw23r47jl0vdvnepvD+NNJQvju6amw3jJ0ruwNx9frVvn+TC+N98Vxh8qnUm2cTaxTzYX4u17Uc+eMH5X/yPJNl7Yc00YbyvG2275+NbzzaX0nW3nFe+rkcS+Kio+tqPDDck2jhXjdSUOucbHimF8eDx5a72ebohXtnMqbnukL15XLr949x5ae3yuFVtHw3hzPh7rktS6IX6tsCYeC5uOxG10T6fPm/V7x8J412C8rpsejvfhFRsHk22svTkei83f6Qvjpan4/a0ne5JttHopjA/m4m3fafH2dXaOJ9sYG4/HaKElfn+pHG9H0dPjbV1imZzisT5eWBfGN3j6mOca43XtsPTfiZpbpvt/53L3r0vhjv7SUvcFK85F5WC4eM2bbw3jY713LnFPAODSpD7HUip9vqXWNT15fEFtXJIVkIPVQsULL2Z2f+olSRsWvzsAAAAgBwMAIDuqzXjZIOlVkobmxU3SXTXpEQAAy62czfuLsaqQgwEA6k9Gc7BqF17+WlKbu983/wUzu70WHQIAAAA5GAAAWVGtqtHbK7z2lsXvDgAAK0BG7y/G6kEOBgCoSxnNwdJPOwUAAAAAAMBluZyqRgAAZJNn8/5iAACAFS2jOVjNL7zY2u44finrslNh3Mtx+dmOlskKaxsOo6ky02WPe3xlhSbKDfHuHUyUuU6Vmb42UWZakh4pnQ3jQ+W4BO2GQlsYT5WMlqS7+x8N403r94bxp3UujK/Px6XFJenYVLxMV/PGMN6dKHF7diQeb5L0UONUGG9VvN97x+L+Dufi90vSiMXHNi4sLJUTtaynEuWnJ5+JSw5LUv8TcX83tsRllceG4vF5vJQu4dv5VPzamun4HBybissdn7B0Se4dvfGxtcS+nUp8mgyfbUq20T1yPowXGuM2Usep0p+F85YYV8V4XWOluAZ023D6ePQVEtv+7bis+l2N8X7vK6ZLiI8pfm06UdJ9OrFXWi09wbI18adofTl9rtVcRqe5AliYlVpmeinaX2hpWgCry4o9xzOag3GrEQAAAAAAQI1UvPBiZvvM7O/N7E/MbJuZfcXMzprZvWZ241J1EgCApeTlcs1/gErIwQAA9SirOVi1GS8fk/SfJX1R0l2Sft/dOyW9e/Y1AAAALD5yMAAAMqLahZeiu/+Nu/+ZJHf3z2jml69KSj5Awcz2m9lBMzv4h1+7fxG7CwDAEih77X+Ayi47ByuX4+dZAQCwYmU0B6t24WXczF5pZm+U5Gb2Bkkys5co/bxQufsBd9/n7vve/uLnLl5vAQAA6sNl52C5XPqh9gAAYOlUq2r0Ds1Mcy1LepWknzezP5J0XNLP1bZrAAAsE2akYPmRgwEA6k9Gc7CKM17c/Xvu/ip3/1F3f8Tdf9ndu9x9r6R0/WEAAABcMnIwAACyo9qMl0p+Q9Inqr0pf9ubw7iXppPL2MDRMJ7ri+OFgb64jdHRZBtNvafC+Jpjg2G8PBrP6p3sTzahrUfjKb7nxhrD+GgpPhz9uWKyje3FtWF82OIrhVOJeFsxPRSa1u8N43f0PRTGf6jn6jDeY/F2S9KO4oYw/vzx+P3b8vF9693d6WNeGloXxjeUJ8P4dc+Jx9XoQEOyjc0nO8P4risGwnjHrd3xihJXenM7dyfb3vrAE2G8sO/5YbzhZLx9L/zy8WQbbc+NHyuQv3pPGL+u49EwvuXx9JjufGm8T6wx3u/P/d8nw3hjd/qJ5Q0vuDaMFzbHnwulk+fC+HUjZ5JtDA43h/H2ifhcm5KF8c3N6Wc0TE12xG00xGO6rRyfg10V/hQUE186PFGI92+nx9fzRxOfPZJUTGx7pWVqzqk6hBXtonIw1E7z5ltr3sZY752Ltq6l6C8ALIqM5mAVL7yYWerJuCYp/j9lAAAAXBZyMAAAsqPajJcNmrmveGhe3DRT2hAAgOzJ6P3FWFXIwQAA9SejOVi1Cy9/LanN3e+b/4KZ3V6LDgEAAIAcDACArKh44cXd317htbcsfncAAFh+ntFvW7B6kIMBAOpRVnOwilWNAAAAAAAAcOkup6oRAADZlNFvWwAAAFa0jOZgNb/w4iPznwk3K1+h6VQJqfPD8dvPxaVeVUi34eW4jdKZuMx1qkv5dIVklT0ukXq+FJfSbbK4ZHV3OY5L0mGLt3EiUYZ1cyme5GQVNuRpxfs3VTb63v7HwniuJ94fkrSh0BbGp5tawvi103Gp7q6h+P2S9EBjvE9Gp+Jt73y8K4yfnUiXkz6di19b0x+XFm55Jj4/yuPxgCucS5fLHrw7XmZt4ZG4jbMTYfzEkbhEsSRtLMdjob0Ql6AePRaPt/7++HhLUtdTcUn3fE+8DyfOx+eAe/q8aRoeiV9IneiJuYFe4e9CPnEOnrV8HM/HjQxPpI/H/YkxfbbUHsbvzMXb3Zr4HJGkTYrHdL/iktWdikuOry+lz/+ORKn5aybTxxAAcPEupTQ1JaiBxZM6BznP6ke1ctKdkn5N0hsk9cyG+yT9laT3u/uZWnYOAIBlkbg4DywVcjAAQF3KaA5W7Rkvn9JMGcOXuvtad18r6WWzsU/XunMAAAB1ihwMAICMqHar0U53/8DcgLuflPQBM/vntesWAADLKKP3F2NVIQcDANSfjOZg1Wa8HDGzd5rZhgsBM9tgZu+SdDS1kJntN7ODZnbwDz7zpcXqKwAAQL247BysXD6/JB0FAACVVZvx8iZJ75Z0x+wffpd0StLnJf1kaiF3PyDpgCRN3P+32bxkBQDIrox+24JV5bJzsELDFgYyAGB1yWgOVvHCi7sPmdknJH1F0rfc/fslMczs1ZK+XOP+AQAA1B1yMAAAsqPirUZm9kuaeXr+L0h60MxeP+fl36plxwAAWC7uXvMfoBJyMABAPcpqDlbtVqOfk3STu4+Y2U5JnzGzne7+EUl2MQ2U+w4nXqhQJmpqMgx736kwXjp8PIzn2puTTfjwWBg/3xvvkunJ+BpVY+t0so3JqXwYP14ohvG103EbTVp4Sa1BTYXxbWoM45tL6Wtw6/OtYbzH4nXleuKhcXf/o8k2XrJ+bxh/Ot6FKhVawvj2XHpIj6oUxo8W4v6um4jbKCp9sqZeOXe+KYyvPxfffz9yIh4jDf3xuSFJT55YH8bzd58O46Wp+Jg/XGpPtjHwZLwd10zGbRw73h3G7y+kz83it+LjtG7jSBh/6mRPGK/ked+IH4/gidN5dCA+HofPdSTbOJuPB+9DTfEo6ddEGM9V+Kh9aGogjJ8qxvv9yYn4/ePl+PNCkrY1xOs6Ux4P4y3FeBxuzcX7UJJaEh9x7akDshQyOs0Vq8pl52DIrubNt4bxsd47F62N1LpSbQP1otJ5ttDzYzHP2cycmxnNwapdeMlfmNrq7k+b2Us184d/h/ijDwAAUCvkYAAAZES1qkYnzeyGC/+YTQBeK2mdpOtr2C8AAJZP2Wv/A1RGDgYAqD8ZzcGqXXh5q6STcwPuPu3ub5X04pr1CgAAoL6RgwEAkBHVqhodq/DaNxa/OwAALD9nRgqWGTkYAKAeZTUHqzbjBQAAAAAAAJeo2sN1AQCoPxn9tgUAAGBFy2gOVvMLL+U7/i5+oZguLerDo2F8/P7BMD5yqiGMN7bF5WclaehEXCr44dGNYbyYqPfd6OlSz/c3xbv3cD4uCby9EG/HdIWJSV8vx+Vhpz0uydtVWBvGz1coWX1s6lwY31HcEMY3FNrCeKpktCTd0fdQGH/phueE8acs7q/n4tLXknTfVFzyuClR5nayaU1iTeliEr2JksC7PC6ffO5gPN7OJspib/J4/ZL0VOKc6uiNSx73T8flwO9vjseOJD13MtVGZxh/IB9vd28+/YE6PB6fB+XeuMz1M4ny7JumK5R6PxufU+PD8brKpfiYD+XTH6Ft5XiMTiWKju/2+HicS4x1SbolUbp5VykuZd3YuCmMPzZ9JtnGSDn+vLqyEJeZTpVt7yylP/NHEh9xZQq3AFihLqUEbFZKvS60zHQ97ytk06WMT84PVLzVyMw6zOw/mdn/MLO3zHvtY7XtGgAAy6S8BD9ABeRgAIC6lNEcrNozXj6hma/3PyvpzWb2WTO78LXszTXtGQAAQP0iBwMAICOq3Wq0293/r9nfP2dm75H0d2b2uhr3CwCAZZPVJ+pjVSEHAwDUnazmYNVmvDSa2fff4+7vk3RA0tckxQ8LkWRm+83soJkd/Ph3nlqcngIAANSPy87ByuXzS9BNAABQTbULL1+QdNvcgLv/saRflRQ/cXHmPQfcfZ+77/vnz7/i8nsJAMBSKnvtf4DKLjsHy1V44DwAACtSRnOwihde3P2dko6Z2cvNrG1O/MuSfqnWnQMAAKhH5GAAAGRHtapGvyjpryT9oqQHzez1c15+Xy07BgDAssnoE/WxepCDAQDqUkZzsGoP190v6SZ3HzGznZI+Y2Y73f0jmnnSflW2fl0c7+hILuMTE2G84Ux8r3J7IfH+Xekpto1rR8L48L2NYbyjbTyOr4vjklR8qidepqEhjD93eiyM5y09HapQjG/zLite5tbxeHbyiOeTbXQ1bwzjz09s+nRTSxh/Ot2EXrrhOWH89lMPhvHnrt0Vxk/ZcLqRhPWJqdinNBXGixWGfo+KYXxtOV4mdeUzdcSPWTw+JenBwnQY756Ij0cuMa4mKnwa9Sc+MXZNxluy1uM2RnLpfVjMxe13dsYD7urT8T5vaYyPnyQ1b4n71VJILxN57rfOpttojs+1wbPx50JKXzF9/k8lRsqhfDwWTpbjz5izpTguSbsb4s+Yq9QcxrdPxcf2pob0vkrZcvO5BS8DZMhl52ConebNt67INlLLjPXeebndqWop2gBWK84PVLvwknf3EUly96fN7KWa+cO/Q/zRBwBkVFafqI9VhRwMAFB3spqDVXu47kkzu+HCP2YTgNdKWifp+hr2CwAAoJ6RgwEAkBHVZry8VdKz5qy7+7Skt5rZ79esVwAALCeewYLlRw4GAKg/Gc3BKl54cfdjFV77xuJ3BwAAAORgAABkR7UZLwAA1J2s3l8MAACwkmU1B+PCCwAA82V0misAAMCKltEcbMEXXsxsvbv3Xez7p+55NIzn2uOSypUM3htf/Tp9ujuMbxpMlyIdHohLCD+Yi0vvdg83hfHtY6PJNp4pxGVuH02Uel07HbfRXiol2xhpiEdmarxOePw85WKygLHUXY6X2ZaPy3tfOx3v21Ih3reS9JTFPU6Vjb5/4HAY37fuqmQbrbl4zD01ORjGO/Nxudzdhc5kG+cThSaeyMf7tzkxRh4rLvwT55FSXK63pTE+P1Ilx++ZOpVsY6CQWFdDfGxP5eKxe0pxqWVJas3H69p0Oj4/+grx+OyeSpfebv5eolR4Q9zfYlN8zh4dTZes31SK+9VbiPf7ulI8dgYTZc0laafH29iUGIdtufYwPpooRS5J58oTcRu5tnhdiUe2W6J8eSVWoHALMNdCczDgguUsM30pUv1aijLeC1VpHy60v5dyPFbiPsEPWm3nIBZfxQsvZrZmfkjSPWZ2oyRz9/j/WAEAWMU8o9+2YPUgBwMA1KOs5mDVZryclnRkXmyLpO9IcklX1KJTAAAAdY4cDACAjKh24eWdkn5E0r9x9wckycwOu3t8/wcAAFmQ0W9bsKqQgwEA6k9Gc7DE3fgz3P1Dkn5W0q+b2W+bWbtU4WEgs8xsv5kdNLODf/T48UXqKgAAQH1YjBysXI6fxQYAAJZW1YfruvsxSW80sx+T9BVJ6Sek/sMyByQdkKSzP/3ybNaDAgBkVlbvL8bqcrk5WKFhCzkYAGBVyWoOVnHGiySZ2R4ze7mkv5f0Ms1Me5WZvbrGfQMAAKhb5GAAAGRDxQsvZvZLkv5K0i9KelDSK939wdmXf6vGfQMAYHmUl+AHqIAcDABQlzKag1W71ejnJN3k7iNmtlPSZ8xsp7t/RDNlDavKb+0K47nNG9ILTUyG4fYjj4fxxrbpMN723KZkE41Pxvc9776vNYxvXjMcxrs2jyXbGH2oGMaL3hjGn9s5EMbN0jOFT5xbF8bby/EyV2+J2xgdbki2cXakO4x3d4+G8a6heCb09lx6uHku3u+nLN7v+9ZdFcYPno7HiCS9qGdPGN/dsDaM95fiMXI8EZekq/OdYXyt58P4ROLSZ4fHL5yzhX9SdCbW1ZwYVnuL8f6QpF2Jsbt3Ij4Ht+bi7T6Xb062cVPimK/ZGI+3kXNxn9q7xpNtdP9Q3C9rjM9Za20L4zfeeSrZRvO2OP7iv4/baC1OhfFSqT3ZRmcpjo8kxlUpH7+wMx9vnyRt8viz4Ybx+JivKcb7fctNI8k2fDoejA37diaXAerAZedgQDXNm29NvjbWe+cS9uTipPpUaTtWk6xsBy4ex7x+VLvwknf3EUly96fN7KWa+cO/Q/zRBwBkVFbvL8aqQg4GAKg7Wc3Bqj3j5aSZ3XDhH7MJwGslrZN0fQ37BQAAUM/IwQAAyIhqM17eKulZ88ndfVrSW83s92vWKwAAllFWv23BqkIOBgCoO1nNwSrOeHH3Y+5+MvHaN2rTJQAAgPpGDgYAwPIws1eb2aNm9oSZvTvxnpea2X1m9pCZ3VFtndVmvAAAUHdWwrctZrZN0iclbdTMM/gPuPtHzGyNpL+QtFPS05J+0t2HlqufAAAAi2W5czAzy0v6qKRXSDom6V4z+7y7PzznPV2SPibp1e7+jJmtr7beas94AQAAy2Na0q+6+7WSbpb0r8zsOknvlvRVd79K0ldn/w0AAIDL9wJJT7j7U+4+KenPJb1+3nveIukv3f0ZSXL3vmorXfCFFzNL15oFACAL3Gr/U60L7ifc/Tuzvw9LOiRpi2b++P/x7Nv+WNIbarMTsNKQgwEAMm/5c7Atko7O+fex2dhcV0vqNrPbzezbZvbWaiuteKuRmb1f0ofc/bSZ7ZP0KUllMytKequ7V72XSRNTcXx0LLlIefBsGJ8ajnfS1Hh8/Wjy6GiyjYEjLWH8dK4hjDedjd8/Ohq/X5IeLDbGbec8jK8Z6gzjw7l8so1vNI6H8c2K224+3hPGjxXTbTzUGB/D0tC6MP5AY7x9oyol27hv6nTytUhr4ji9qGdPcpm7+h9Z0DLrCq1h/PT0+WQbD/pgGN9b6A7jLVYM403xLtTG6QrXSotxG9ePxft9KB8f85aG9FjYORWfg2sLE2F8wON9WElzUzzePLFPzo3FY72ldXLBbZcG4s+M3Fi8rjOnmpPr8nL8GTeoxGdG4qOyJX04VEr83VhTinfWicS6xpWe03napsP40WI8dgfK8THveDD+rJKk8+fjY7ht/Okw3vpryVWtKma2X9L+OaED7n4g8d6dkm6UdLekDe5+Qpq5OHMx01ux+ixKDgZUMdZ753J3YVGktqN58601b3sp2gCwuKrkYFGGPT+5Lki6SdLLJTVL+qaZfcvdH0u1We0ZL69x9wtTmD8o6U3ufq+ZXS3pTyXtq7I8AACrzlLcXzz7Bz680DKXmbVJ+qykX3H3c2bVZ8sgE8jBAAB1ZwXkYMckbZvz762SeoP3nHb385LOm9nXJD1PUvLCS7VbjYpmduHiTLO73zvb0cekxJQKAACwKGZnN3xW0v9097+cDZ8ys02zr2+SVPW+YqxK5GAAACy9eyVdZWa7zKxB0pslfX7ee/5K0q1mVjCzFkkv1Mwt4UnVLrx8VNKXzOw2SV82s981sxeb2W9Iui+1kJntN7ODZnbw4/cfqdIEAAAri5et5j/V2MzUlj+UdMjdf3vOS5+X9LbZ39+mmT/+yJ7LzsHK5fStsQAArETLnYO5+7SkX5D0t5q5mPIpd3/IzN5hZu+Yfc8hSV+WdL+keyT9gbs/WGm9FW81cvf/amYPSPp5zTxApjD7389J+s0Ky31/6s7Iv35d4skMAACsTMtdynDWP5L005IeMLP7ZmP/VtL7JX3KzN4u6RlJb1ye7qGWFiMHKzRsIQcDAKwqKyEHc/cvSfrSvNjvzfv3BzVzK/BFqfaMF0k6qZk/4He7+8iFoJm9WjNXeQAAwCJz968rfsCbNPMwN2QfORgAABlQ8VYjM/slzUxh/kVJD5rZ3PrVv1XLjgEAsFzcreY/QCXkYACAepTVHKzajJefk3STu4/MlrL8jJntdPePKP0t3LMM3B6XZ23qOJdcZvJ8XPP0sWc2hPHTuXgzth6LS9xK0jGLn0v3jca4dOoGj8vGrk/Vc5X0vUSJ3adLI2Hcm9aE8WKFXX2qHJdonUqUrN5WjLejwmaoVfHx2FCOS+yOTsX79mgh3UhTLi5Nuz4Xl6Z9ajIu27y7YW2yjVTZ6IWWmd5QaEu2cboUj/eHpofCeGshLsndq3jsbMuln6d4SvHxONTYFMafzsX1iw9Onkq20dCwKYyfTJQQfjCXLhufUhyNz4NC4lEFRxPVma/pT++rPf8nLlk/Phnvq9ZEaervnI/7KklXj8Ydvr8xPg+unYz7e7yQvlNgR6K8d1c5/hzbMR2fZ6cqlJPv9fgY7kmUQu8rxn26ajjet5I0mujXxJkKtbSB7LvsHAw/aLHKDlcqw0x54ZVjtR2n5SyLjZVltY1dVFftwkv+wtRWd3/azF6qmT/8O8QffQBARq2E+4tR98jBAAB1J6s5WLWqRifN7IYL/5hNAF4raZ2k62vYLwAAgHpGDgYAQEZUm/HyVknPmrM+W17prWb2+zXrFQAAy+hiyj0DNUYOBgCoO1nNwaqVkz5W4bVvLH53AAAAQA4GAEB2XEw5aQAA6oqnn2kMAACAGslqDlbtGS8AAAAAAAC4RMx4AQBgnqzeXwwAALCSZTUHq3jhxcz2SfqgpOOSfk3SxyW9QNJjkva7+3erNTA9mQ/j+eap5DINNh3GU5WlWhI1p3q6R5JtTA3GB3SNN4Txaybj9Wyz0WQb46WWuF/5Yhh/8VjcSN7S862KDV1hfGOivy/oPB3Gx8fiPklS71hrGL/uOX1hvPPxuE/rJuL9IUmTTWvC+CnF46Qz3xzG+0vnk22sK8Tb8aKePWH8rv5HwvgtifdL0sZCWxgf83hMH/XxMH6iFI/dE5bevjOlsTCea+gJ44OeGm/piXBTisdiKfH52KP4fOr0dBtrS6Uw3pQ4z9ckGt/emj7/126PX0tteuPW+KPypm8OJtvYcH382XDz1+N9sq1zOIxPjMTnhiRdqbiNfDHeV7nEx+5gPu6TJG23+LWbPd6H01PxTrzq5fH2SVJpJD4/GvftSC4DZN1i5GD4Qc2bb11R61lul7IdY7131qAnS28ptiO1f7OyD1E7WfmMwT+oNuPlY5LeK6lL0l2S/m93f4WZvXz2tVtq2z0AAJZeVr9twapCDgYAqDtZzcGqPeOl6O5/4+5/Jsnd/TOa+eWrkppq3jsAAID6RA4GAEBGVLvwMm5mrzSzN0pyM3uDJJnZSyTF9wPMvL7fzA6a2cE/H0xWQwQAYEVyr/0PUMVl52Dlcvr2VAAAVqKs5mDVbjV6h6T/rJnHq7xK0s+b2R9p5n7jn0st5O4HJB2QpCef8yrSSwAAgIW57Bys0LCFHAwAgBWg4oUXd/+emf2KpM2Sjrn7L0v6ZUkys1fXvnsAACy9rN5fjNWDHAwAUI+ymoNVvNXIzH5J0v+S9IuSHjSz1895+bdq2TEAAIB6RQ4GAEB2VLvV6Ock7XP3ETPbKekzZrbT3T8i6aIuRXXtisvlNu5Jl0gt9Z0L45uOxPcqFwqJMrPb4/K6knT+fGMY3zkdx3cX41KoTY0VymKPxeWTt03H17vWNMf76sx4+hl6U4mj0F6O90k+H886Hh6Pt1uShnNxSfDRgbjM7NmJOF5MlCKeEW9IMRHfXegM48crlJM+PR2/tiFRAjpVNvqbiTLTkvTCnmvC+PZCRxgvJYqk7y10h/EOxcdCkobz8bpuTpR0P1mIx9XxYlx2W5JuHY+Px+Z8vG+PluKy322efDyB9l4RlynPJcbu6Jl4vK25diLZRsP1W8O4j8XnYG5tfDx6Tj+ebKN4RfwZt+Phs2E89Xl13aF0qff2tri/KSMD8brWpA+HionTtr0j3r+pbyly7emS1eXRRAdyy/eNh3s2v23BqnLZORhQC1kvkbwUZXwpFQykZTUHq3bhJe/uI5Lk7k+b2Us184d/h/ijDwAAUCvkYAAAZES1qkYnzeyGC/+YTQBeK2mdpOtr2C8AAJaNl2v/A1RBDgYAqDtZzcGqzXh5q6TpuQF3n5b0VjP7/Zr1CgCAZVTO6DRXrCrkYACAupPVHKxaVaNjFV77xuJ3BwAAAORgAABkR7UZLwAA1J2sPtgNAABgJctqDlbtGS8AAAAAAAC4RMx4AQBgnlRZbAAAANROVnOwihdezKxT0q9JeoOkntlwn6S/kvR+dz9TrYHzJ+ImrDCYXGbkaLzMifOtYTwvD+Njh4rJNr5Xag/jjxbjxxwXJ+P3l0rJJvT1wmgY77S4X4XpzjB+vDHePkm6N3EIphvjdU0NrAvjTzekB/iIxe1vPhm3cTrXEMbTWyH1aiKM9yjeV+cTlTSvzsd9kqQHPR5zp0vxcdpYaAvjL+y5JtnG3f2Pxi8kltlRSPc3srWUnqQ2ZvFr60tTYfx0Pt635QpHqtHj10qJKYEni3Gfukvp8TYxEp//E+OJz4Vz8XFqbD2dbCPf1R/Gp3rjcVhYfzZu+1D8uSBJG8vxeOsdXB/GG5unw/h0hWM+PZ0P423d42G8OBgfv0p/3/rjJnT6TPx5PJg4Z9u/eyrZxuDJeD9uHn86jMctA9myGDkYames987ka82bb13Cnqwcqe2utK8AoF5Uu9XoU5KGJL3U3de6+1pJL5uNfbrWnQMAYDm41/4HqIIcDABQd7Kag1W78LLT3T/g7icvBNz9pLt/QNL22nYNAACgbpGDAQCQEdUuvBwxs3ea2YYLATPbYGbvknQ0tZCZ7Tezg2Z28E/7jy9WXwEAWBJetpr/AFVcdg5WLp9fko4CALBYspqDVbvw8iZJayXdYWZDZjYo6XZJayT9ZGohdz/g7vvcfd9berYsWmcBAADqxGXnYLkcT0QCAGAlqPhwXXcfMrPPSvqMu99rZnslvVrSIffEk0oBAFjlyokHRgNLhRwMAFCPspqDVatq9F5JPyqpYGZfkfQCSXdIereZ3eju71uCPgIAANQVcjAAALKj4oUXST8h6QZJjZJOStrq7ufM7IOS7pZU9Y/+wWMbwvjm3rjcqST1lxvD+N3N8dWvXKK08LbpuKyxJD1YjEu3fm86LkE71dATxjs8fbdWX3ksjJ/PxW3vysVlWBPVXCVJ63LxvmpJ3LvWUo7b3jmVbiVVMXvXFQNhfE1/cxg/d74p2cYuj5dZm9iOJ/Lx46jXeno79ha6w/hD00NhfMzjfbW90JFsI1U2OlVmurj+2jB+xOOy5g3F+HySpLbEWHy8IR5X9+TiMtrjnq6R/nRDXPa3nPgo+W4+Ls98jcXjVpKe7usK4wOJ8+NcMR4j605VmGJ/f/zcg+HBeJk1o/H7B0fjMSVJPePDYXw0cUZbbmGluiWptTPev83r42O4eTwuiz14Kt63kjRRjPvb0Ry3fXY0HguNHelx1TYa/z0orKv2J6p2PKPftmBVuewcbLVJlR1eaHnmSylfvNA26rVk9KVYbWWmF2scrra2gZUiqzlYtWe8TLt7yd1HJT3p7uckyd3HJMX/ZwgAAIDLRQ4GAEBGVPs6cdLMWmb/6N90IWhmneKPPgAgozyegAQsJXIwAEDdyWoOVu3Cy4vdfUKS3J9170NR0ttq1isAAID6Rg4GAEBGVKtqFN7E7+6nJcUPQwEAYJXL6hP1sXqQgwEA6lFWc7Bqz3gBAAAAAADAJVq+khEAAKxQWX2iPgAAwEqW1RyMGS8AAAAAAAA1UnHGi5l1SPo1SVsl/Y27/+mc1z7m7v+yWgNli69YdbWNJ5eZOhdfD2r0xjC+dTpu48pSuo2RXFMYLxXWhvEfHo/baPFSso1y05owvrEcr+vm3Lkwfm4i3m5J2pJvDuM3FOJ1bX7O2TA+0pduo1yK+9txa3cYb3lmKIyvP3c+2ca5gxvDeOrKYHOhGMYnKlxKbLF4mdbCujB+1OPxU6pQTGJHoTOMF9dfG8a/3ncojL9k/d4wPlmh7U7Ph/G2xBBdl28I42sS65GkPZPhIwc0lThSjcV4XO0tjybb2L47Hj8jQ/G6UlfFN94ylWwjv74rjHecicdo4aqrwvj1a55IttF4654wvi/3SBhvfdGGMN5y8FSyjaa9XWHcWuLPhcK6+LEQew8OJNvYMRzv9x23xefHxmfiz56W18ZjWpKaeuNtzO+N9+FSyOoT9bF6LEYOtto0b751Ra0HtVXpOI313rmEPVk5GLtAdnOwajNePiHJJH1W0pvN7LNmdiELv7mmPQMAAKhf5GAAAGREtWe87Hb3/2v298+Z2Xsk/Z2Zva7G/QIAYNlk9Yn6WFXIwQAAdSerOVi1Cy+NZpZz97Ikufv7zOyYpK9JakstZGb7Je2XpP0dL9ArWq5crP4CAFBzWX2wG1aVy87BLN+pXK51SToLAMBiyGoOVu1Woy9Ium1uwN3/WNKvSppMLeTuB9x9n7vv46ILAADAgl12DsZFFwAAVoaKM17c/Z1m9gIz+yF3v9fMrpP0akmPuHv8tEkAAFa5rE5zxepBDgYAqEdZzcGqVTV6r6QflVQws69IeqGk2yW928xudPf31b6LAAAA9YUcDACA7Kj2jJefkHSDpEZJJyVtdfdzZvZBSXdLqvpHfyAfX7E6erY9ucyU4mXOWlxKd6gY15xqKadLJKeKQB9PlLk91BiXCb5yMn1Fbtrifj2Vj7dj51hLGG+oUEJ4KtF833i8rjVn43K5uXy6btfUVKK8cDlepjwe93fkRFzOWZLO5uKhmOrVY8W4jQ5P3z3XlFhZr+ISySdKI2F8byEuo13JEY/7myobfUffQ2F8siddXne42BXG8w3xIPnW2LEwvr0xLoMuSePNcRujiTF62uPz6UwuHp+SdOxwXAp5OJco6Z4Yh3vviEunS1Jr+3AYL5fi8bPmdFw2+sR96Wn8WzqeDOOHD8Ul63cX4pLKhx9MH49d5cEwXuiKSzpPn4mP08nTcUl1STrp8efo+sfjfXjmZLxPmp85kWzDh8cS8Xg7lkJGKxlidbnsHGy1SZUQpsQuLljoWFjMstSLOT4X2i/OAdSTrOZg1Z7xMu3uJXcflfSku5+TJHcfkypcDQAAAMDlIAcDACAjqs14mTSzltk/+jddCJpZp/ijDwDIqKzeX4xVhRwMAFB3spqDVbvw8mJ3n5CkC+UMZxUlva1mvQIAAKhv5GAAAGREtapG4cMv3P20pNM16REAAMvMM/ptC1YPcjAAQD3Kag5W7RkvAAAAAAAAuETVbjUCAKDu8AANAACApZfVHGzBM17MbH0tOgIAAIA0cjAAAFanijNezGzN/JCke8zsRknm7oPVGnheeTSMb9pyLt2pxvg61/jhjWF8LJcP4zd19yfb2H2uOYznc51h/DnjU2H8qk3pXbDmxPzdN+N0Lt7t1245FcabOuO2Jan9sbiNju7xMN5108InOU0+Ex/D3M7dYbxwLn5/Q/9kso1N8a3sOmaNVXr3bOcsfY1043R8nXFbLm7jhJ0P4x2Kx5skbS3FbTQUN4TxycQ13cmePWH8m/2PJNsu91wTxqe8FMZb8vF2t1ox2cagpsN4Q+Ia7i6Lz7OOuEuSpIJ7GN8wHS+0Nh+Pq9b2eExJUkt3fE4VO+O2i1fE51nPufT5X9i2KYyv7RoK47mWeD1T5fT1cU8M98nT8Qup9+cs3m5J6izH+71hbbzMuub4vMntvirZhqbi42HX3phepsZc2by/GKvHYuRgq03z5luXuwvImEsZU2O9d9b0/QAqy2oOVu3/wk9LOjIvtkXSdyS5pCtq0SkAAIA6Rw4GAEBGVLvw8k5JPyLp37j7A5JkZofdfVfNewYAwDIppycBAUuFHAwAUHeymoNVfMaLu39I0s9K+nUz+20za9fMtywVmdl+MztoZgc/N3p4kboKAABQHxYjByuX41v/AADA0qr6wA93PybpjWb2Y5K+IinxJIJnLXNA0gFJ+tbmf5LRa1YAgKwqZ/T+Yqwul5uDFRq2kIMBAFaVrOZgVS+8mNkLJLm7f8HMnpb0ejP7x+7+pZr3DgAAoE6RgwEAkA3Vqhq9V9KPSiqY2VckvUDSHZLebWY3uvv7lqCPAAAsqaw+UR+rBzkYAKAeZTUHqzbj5Sck3SCpUdJJSVvd/ZyZfVDS3ZKq/tHfvXcgjDdsTjdtTXE52+sGzoTxweG4ZG3nlriksiQVm+ISqRtPtobxFkuUVG2Jy+tKUkNimdFcvH0TY/E+SZXXlqSh6bgk8PmheF3rjvUl15XS/0S8T7Y+8EQYH7w77u+TJ9Yn23iqGO+TBwvx/n2kdDa5rqRidxg+pbgc8ZnSWBgfzqePx5jFj01q8zje6XFp6uFiVxhPlYyWpLv7Hw3jtyRKU28stIXxwcR2S9J4Lh7T1+Xaw3guMcn9eD49+72Q2FdbpuP9fr4Uj/WhwfSM/ELDSBjPN8fjrTwYv/98f0OyjeLjcXn4ZwZ6wvjYffG67i3Gn2+SNHl/fE6NJ0qe5xOPh7i/MV1CPJf4qO75bkcYLxbjMbL1kaeSbVgu/gOb747PWaBOXHYOBtTCQssnr7Yy4an+LmfZ6Eptr7b9C9Srahdept29JGnUzJ5093OS5O5jZpb+v08AAFYx/sBhBSAHAwDUnaz+gat24WXSzFrcfVTSTReCZtap7O4TAECdy+o0V6wq5GAAgLqT1RysYjlpSS+e/YMvd5/7R74o6W016xUAAHXOzD5uZn1m9uCc2L83s+Nmdt/szz9ezj6ipsjBAADIiIozXtx9IhE/Lel0TXoEAMAyWyHTCf5I0n+T9Ml58d9x9w8tfXewlMjBAAD1aIXkYIuu2owXAACwDNz9a5IGl7sfAAAAuDxceAEAYJ7yEvxchl8ws/tnb0Wi9BMAAMiMFZ6DXbIFX3gxs7W16AgAAPXEzPab2cE5P/svYrH/T9JuzZQZPiHpw7XsI1YWcjAAAFanis94MbP3S/qQu582s32SPiWpbGZFSW919zuqNTB4tCWMt54Lb12WJDWvHw/jZ0bifKNXTWF861B688ql+GnJpcRTlMc9H8atwqWrzqZ4GzvHG8J4Y/N0GG/ZnL4ut33gXKJfHsYbdsTHw9qbk21sbIlnuhf2PT+Mry08Esbzd6dvSe/o7Qjj3RNxf1sa4y95Oz19QK4fK4XxQ43x+Mk19ITxmyfjsSBJ60tTYfzxhmIYb4u7pHxDPA6nPLGApFt69oTxb/bHx+OH118bxtfl430uSX3T58P4Q4rH29W59jDelTifJOloIV7XtMXn87ap+Lw5PxXvc0myU21hfJ1Gwni+LT6uM8+4jOVa4v625uP+dnSPxX062ZlsY8fGM2G8XIrPg6b2eDvyT61LtjGc2O/rrx6O256Ox25+y65kG2qIPxO1aUd6mRpbiifqu/sBSQcWuMypC7+b2X+X9NeL3S+sDIuRgwG10Lz51ky0kRVjvXeGcfYhVqt6rWr0mtmHuEnSByW9yd2vlPQK8S0bAABLysw2zfnnj0t6MPVerHrkYAAAZETFGS+SimZWcPdpSc3ufq8kuftjZtZY++4BALD0yivgyxYz+zNJL5W0zsyOSXqvpJea2Q2SXNLTkv7FcvUPNUcOBgCoOyshB6uFahdePirpS7PTXb9sZr8r6S8lvVzSfbXtGgAA9cvdfyoI/+GSdwTLhRwMAICMqHjhxd3/q5k9IOnnJV09+/6rJX1O0m+mlpt9QOB+SfqNDXv1pq5ti9VfAABqrpzR+4uxeixGDmb5TuVyrbXvLAAAiySrOVi1GS+SNKqZh7vda2Z7Jb1a0jF3Tz1t8lkPDHx0z4/GT8oEAABAJZeVgxUatpCDAQCwAlSravReST8qqWBmX5H0Akl3SHq3md3o7u9bgj4CALCk+L9VLDdyMABAPcpqDlZtxstPSLpBUqOkk5K2uvs5M/ugpLslVf2j/83huAR0z1C6LG7r03G51W80xSVHT1j8fj++MdnG+Vw8henvG+KSrrs9Ljk8/ni6jSMNccnc401xeei243FJ157TcZ8k6chkPIW4NVF2uP2+vjBebB1NtjGWKMvdcDJeV/lsXEa7NJUuotU/HT8nMGfxqVdOnJLNFc7UoXx8PJ7OxV8cDvpkGD9ZiMeCJJ3Ox+WF78nF+3ddPh7T3xo7FsZb8unnKW4sxCWSU2Wjv953KIynylJXamOoHJeAf6h0NozvzadLJKdKTR8pxOfNRKLc8ZXx4ZMk+WR8/k8ej/u1JXcmjJ/si8tlS1L7yYEwPlSKj3nqk6SjnP6sbGiJX2vsiDe+HH9UqpA4zyRpJBeft1Nj8XE6OxCXpm8/3p9sQ9PxduSbE2XuX55eFZAhl52DAavVcpZITrW92lBmGlhZql14mXb3kqRRM3vS3c9JkruPmVn8f0EAAKxy/IHDCkAOBgCoO1n9A5eegjBj0sxaZn+/6ULQzDqV3X0CAACw3MjBAADIiGozXl7s7hOS5O5z/8gXJb2tZr0CAGAZlS2bT9THqkIOBgCoO1nNwaqVkw4f1uHupyWdrkmPAAAA6hw5GAAA2XEx5aQBAKgrWX2iPgAAwEqW1Rys2jNeAAAAAAAAcImY8QIAwDw8uRQAAGDpZTUHq3jhxcz2SfqgpOOSfk3SxyW9QNJjkva7+3erNfD84tkw3tg+ne5UId7de0+vDeNtDcUwvqY8lWyj6Pkw3lqM49OJZ/yM5dKThoZy8USpJ3w0jG9paAvjo5OtyTbub4w7ZolD2/jUujDenE8fj+Ol5jD+wi8fD+MnjnSE8YdL7ck27m8uhfGJxKl3z9SpML63GI8RSWppiI/twcl4XXmLj+3xYvp4lBOT48Y93r41iXG4vXFNGG+1eKxL0mBpLIyvy7eE8Vt69oTxb/Y/kmzjRYllNhTisXtqeiSMP6gzyTaek+8K4y2JCXpH8/G+zTWkP96umIzjU6W4jcFT8TF/QvG+laTGB+J+3dsUH/PR3vVh/O6m9ITL0uGNYbzL48++ccVt39UcxyXpmMbDeMOxuO2RXPyZ1HZ7fJ5VsmbiofiF/Qte1YKVs/lcN6wii5GD4QeN9d4Zxps337rEPVm9FmsfptazmCq1Ua/HnHMAK11Wc7Bqtxp9TNJ/lvRFSXdJ+n1375T07tnXAAAAsPjIwQAAyIhqF16K7v437v5nktzdP6OZX74qqanmvQMAYBmUZTX/AaogBwMA1J2s5mDVLryMm9krzeyNktzM3iBJZvYSSfE8egAAAFwucjAAADKi2oWXd0j6VUn/XNKrJL3MzIY0M8X1l1MLmdl+MztoZgc/M3xk0ToLAMBS8CX4Aaq47BysXD6/ND0FAGCRrIQczMxebWaPmtkTZvbuCu/7ITMrmdlPVFtnxYfruvv3zOzXJZXd/REzOyDpGUmH3P0bFZY7IOmAJN2/88fILwEAABZgMXKwQsMWcjAAABbAzPKSPirpFZKOSbrXzD7v7g8H7/uApL+9mPVWq2r0Xkk/KqlgZl/RzNP075D0bjO70d3ft+AtAQBghcvqE/WxepCDAQDq0QrIwV4g6Ql3f0qSzOzPJb1e0sPz3veLkj4r6YcuZqUVL7xI+glJN0hqlHRS0lZ3P2dmH5R0t6Sqf/TXbY7LyVbSvCn+gubK0XNhfHqsM4xv7Y7fL6VLVg8N9YTx1PHf2zaYbGPDcFxqttgYl97dMxnXuN21cSjZRsfJ7jA+mIvLDu/cGve3dUO6nHTnU3E56bbnxs/221iO9/vAk+lnAT53Mu5vf2KEDhTi7d7ljck2dk7FR7GhYVMYn0pMRLt1PP1p0OjxMk83xKW090xOhPHx5q4wPqj0cRrPxbf8903HU803JkpAp0pGS9JdiVLTqdLUqTbOluPtlqTHysNh/OpcvA+7EyW5BxLl3CWpsRgPrJ1TcRnm6USZ6ZZy/DkiSflc/Fqjx+NnLFGGeSBRzlmSpi0e7+c93r4ui7evu5z+UzCR+CzpLMfjrTOxS1p7EjW8JRW64m3PX7EjuQxQBy47B8MPomTuyrEUx+JS2liJZbGXAqW3UU/MbL+k/XNCB2ZnjErSFklH57x2TNIL5y2/RdKPS7pNi3ThZdrdS5JGzexJdz8nSe4+Zmbp/+MAAGAV4w8cVgByMABA3VmKP3Bzb8sNRN8Izv9G93clvcvdS2YXN0Wn2oWXSTNrcfdRSTd9vydmnSIvBQAAqBVyMAAAlt4xSdvm/HurpN5579kn6c9nL7qsk/SPzWza3T+XWmm1Cy8vdvcJSXL3uX/ki5LednH9BgBgdeGJpFgByMEAAHVnBeRg90q6ysx2STou6c2S3jL3De6+68LvZvZHkv660kUXqXpVo/BBDO5+WtLpi+k1AAAAFoYcDACApefu02b2C5qpVpSX9HF3f8jM3jH7+u9dynqrzXgBAKDurIAn6gMAANSdlZCDufuXJH1pXiy84OLu/+xi1hmX6gAAAAAAAMBlY8YLAADz8ORSAACApZfVHKzihZfZJ+f/mqQ3SOqZDfdJ+itJ73f3M9UaeOjJ9WF8ssJkm+0nRsL4I+MdYfxgY3x4Cme6k210+VQYP9oUP85nOjHl6Yrh1mQbo54P46XE+8cT+6RcSu+r1vx0/EKikWJTYl+tSQ+FNdNjYTx/9Z4w3l44HsavmUzfkt7R2xnGd00m9klDSxjfO5HYH5LWFsLb5XWyHB/DUuKYb86fT7ZR8nihcuJUm0oc89HER05DhfPmulx7GH8o8YiqofJ4GN9QaEu2cUtPfMy/2f9IGH9R4v2V2hgsxePtkJ8N49fm47HTlTj/JOl4PvXYrmIYzU/Gx2Min54L2dgUj8Xu+ONNV2o0jA+X4rEuSTd094fx1jWTYbzYnvhT9t2eOC7psXxTGN+5Jj6fh87G/W3YmP6MybXG+93a0p+vQJYtRv4F1Erz5luXuwsrSqX9MdZ75xL2pHZS28FYAC5etVuNPiVpSNJL3X2tu6+V9LLZ2Kdr3TkAAJZDeQl+gArIvwAAdSmrOVi1Cy873f0D7n7yQsDdT7r7ByRtr23XAAAA6hL5FwAAGVLtwssRM3unmW24EDCzDWb2LklHa9s1AACWh1vtf4AKyL8AAHUpqzlYtQsvb5K0VtIdZjZkZkOSbp+N/WRqITPbb2YHzezgF8eeXLTOAgAA1IFLyr+kZ+dg5XL6mWQAAGDpVLzw4u5D7v4ud9/j7t3u3i3poLu/090HKyx3wN33ufu+1zTvXvROAwBQS1m9vxirw6XmX7PLfj8Hy+V4QDUAYHXJag5WrarR54PwbRfi7v66mvQKAIBlxIURLCfyLwBAvcpqDlbxwoukrZIelvQHklySSfohSR++2AbO5uImxi19c1V5LC41e6QhXuaox2VxmxvTZVib1BjG7/GhMD5ejkvD5hrXJdsYsXjY3FeKS8AONK8J46eG0qVe++MqrJooxuVyxx7fGMY3HYlL2UrS2FTcyHUdj4bx0WPxRKpjx9PlvR/IN4fxtR5vx6lcXC97ay5dQnjA42/+HszF5Yt71BDGj5bivkrSyWK87d/Nx6WsG4vxODzt8fHYZem2c4kKyVenykyX4vLMp6YT9Y4lbUyUgU6Vjb4rUWb6hT3XJNvYXIj721+Kp8yntmNvosy0lC41faQQ78Six8fpUDH9p6F7KG7/0eZ47G4cj9sYq/ApfeZcPB4aW+PPq/HheGW9FrctSY8ltnHLYFcYf6IhbqPr3vg8q2R9/8NhvOUXF7wqYLW57PxrqSxmmdmFlt5dzDYoi4taSI0rykwD9afaM172Sfq2pPdIOuvut0sac/c73P2OWncOAIDl4EvwA1RA/gUAqEtZzcEqznhx97Kk3zGzT8/+91S1ZQAAAHDpyL8AAMiWi/oj7u7HJL3RzF4j6VxtuwQAwPIqU+4ZKwD5FwCg3mQ1B1vQtyfu/kVJX6xRXwAAADAP+RcAAKsb01YBAJgnq0/UBwAAWMmymoNVe7guAAAAAAAALhEzXgAAmCer37YAAACsZFnNwSpeeDGzDkm/JmmrpL9x9z+d89rH3P1fVmvg5u0nwvj4cDG5THPnVBjfcqw9jHeW4/i2qelkG00qhfFSU1cY78vF779yMv30n3P5fBh/OtcYxuN3S23ldNGrAY/bP5GL9+FQviGMd0+nh8IJi/u75fH4GPb3t4Xx+wvNyTZ68/E2juTi7TulyTB+Lp9uY6E6PZ4Q1ubxWJCk7lLc32sS+3BveTSMn8m1hPGOdNM6ntiHXR6PrL35zjD+oM4k2zhbngjjGwrxMX9hzzVh/O7+R5NtvKhnTxhfV2gN44OleB8eKp1NtrE33xXG2xLH/GTi9DipeH9I0v1N8Vj87nRfGC81rQnjT5XPJNvI5brC+JXPxG1booDed5rTnzH3lYbCeHOivwMWf+7uGOpKttGeWKblmfg8706uCciGxci/lkrz5ltX5LqAlSw11sd671zintRGajuW+xxfaL+WczsqjYXl3o+4NNVuNfqEJJP0WUlvNrPPmn3//yBvrmnPAABYJr4EP0AF5F8AgLqU1Rys2oWX3e7+bnf/nLu/TtJ3JP2dma1dgr4BAADUI/IvAAAypNozXhrNLOfuZUly9/eZ2TFJX5MU31sAAMAqV07fRQosBfIvAEBdymoOVm3Gyxck3TY34O5/LOlXpcRDNiSZ2X4zO2hmB/9nX+/l9xIAAKB+XFL+JT07ByuXz9ewiwAA4GJVnPHi7u+cHzOzT7r7WyVdVWG5A5IOSNKxF97GrewAgFUlq0/Ux+pwqfnX7LLfz8EKDVvIwQAAq0pWc7BqVY0+Pz8k6WVm1iVJs/cdAwAAYJGQfwEAkC3VnvGyTdJDkv5AMw8ANkn7JH34YhvIJUrcTk6km+5sGw/jra3x7NrG4Xg9qRKlktTTPRLGrzwTP7eu2BD39yrFpWwlKZcoAz1qHWF822T8/uevPZ1sY/fZpjC+YyK+Bfy5nQNhfP3esWQbO3rjO9I6XxoXde16ajCMF7+VroU8PB6XuS7m4muerfm43PJNlhgMkpqb4hLbxdG4LO7aUtzfvVfE5YAlaWIkHidP93WF8e2741K9xw7H5YALnv7yspAohXy0sLAy089JlFqWpMfK8f4dLMXjZ3MhLvWeKhktSXf1P7KgZVKlrFN9kqRHyufC+HW5+NxsSuyrzYrLhEvSlni46dqG+Ly5ohSPnXI+/TiH68biRra0xZ9vrZ1x+etSb0+yjc7G+DPxhvH483UoH++rPT3pz7G2nvgzv+X6ePwsBaYJYJlddv6FGGVYsZLVa5lpaWnOzYW2sZyfF/X8WZXVHKzaM15ukvRtSe+RdNbdb5c05u53uPsdte4cAABAHSL/AgAgQ6o946Us6XfM7NOz/z1VbRkAAFa7cma/b8FqQP4FAKhXWc3BLuqPuLsfk/RGM3uNpHiOPgAAABYN+RcAANmwoG9P3P2Lkr5Yo74AALAiZPWJ+lidyL8AAPUiqzlYtWe8AAAAAAAA4BJxvzAAAPNk8+5iAACAlS2rORgXXgAAmCer01wBAABWsqzmYAu+8GJm692972Lf/9CT68P4U8Vicpkr728L44O5uLvfbJwM40cKjck29pyJX3soscjDHj/Tri3fkWyjuxRfrzuZK4Xx6YZ8GN98uj3ZRsktXle8Kg2PxBvYNTiabMMs3g5rbAjj+Z7mML5u40iyjXJvvI2dneNhfNPppjC+ZmN6Ozxx+bRwPo43eXza5/Lp67AT4/EYHcjF431kKD4ew7n4uG6YjseOJG2Zjvs7bXGfjhTi97dUuAPx6lx8nA752TDeX4p37rpCa7KNF/XsCeN39T8Sxm9JvH9DhTbOlCfC+KHycBi/NrHdI0ofjwaPj3mn4pPzqsnp+P2F9Mf0lRtPhfHu6+J1WSE+tjuH0ufm6cnOML6+YSyMD5Xiz+9cPv1ndHo83ifl4fj8B+rRQvOvLBnrvTOMN2++dYl7AiyPSmM9dX6sNpznyLqKF17MbM38kKR7zOxGSebugzXrGQAAy6QcX/sElgT5FwCgXmU1B6s24+W0pCPzYlskfUczt19dUYtOAQAA1DHyLwAAMqTahZd3SvoRSf/G3R+QJDM77O67at4zAACWSTmzj3bDKkH+BQCoS1nNwSqWk3b3D0n6WUm/bma/bWbtuogHDZvZfjM7aGYHvzj25CJ1FQAAIPsuNf+Snp2DlcuJh5gBAIAlVfHCiyS5+zF3f6Ok2yV9RVLLRSxzwN33ufu+1zTvvvxeAgCwhHwJfoBKLiX/ml3u+zlYLpd+yDgAACtRVnOwqhdeLnD3z0t6maRsPDobAABghSP/AgBg9atW1ejzQfi2C3F3f11NegUAwDJKF78Gao/8CwBQr7Kag1V7uO5WSQ9L+gPNzMoxST8k6cMX28DWjuEwnjvXnlymszgRxm0qnhi01YthPK90LaqJxEulxKEeLk+F8afzpWQbZ3P5MP5oOd4njyfWU2zoSraR8mRuMowf9bYwftPDjcl1TSX243P/98kwPnE+HlZPnexJtvFMIT6GV5+O432FeLLWyLn0dpwbi1872hC/f00p3u7RM4kFJJ04F+/fc8V4Xe5xvKUcj/W1+fi4StL5Urzft01Nh/EJi99/tMKY7vZ4TF+b7wzjD5XOhvHB0miyjQ2FeB/e0rMnjH+z/5Ew/qLE+yVpUyH+/Okrxc9DOGzxdj8xcTrZRmPTtjD+QGkojLc3xedHpemQh092h/FiU9yv6Yn4vHl8LP15fH9TYvyU4mW+3RB/fpf7NyTbaC7Hn7u7jsfH48bkmrLFzD4u6bWS+tz9ObOxNZL+QtJOSU9L+kl3jwcVVrPLzr8QG+td2MSh5s231qgnwOJIjdGFjvWVajHP2dS6OM+xFKrdarRP0rclvUfSWXe/XdKYu9/h7nfUunMAACyHsrzmPxfhjyS9el7s3ZK+6u5XSfrq7L+RPeRfAIC6tEJysEVXccaLu5cl/Y6ZfXr2v6eqLQMAAC6fu3/NzHbOC79e0ktnf/9jzTx49V1L1yssBfIvAACy5aL+iLv7MUlvNLPXSDpX2y4BALC8VnDVoQ3ufkKS3P2Ema1f7g6hdsi/AAD1ZgXnYJdlQd+euPsXJX2xRn0BAKBumNl+SfvnhA64+4Hl6g9WLvIvAABWN6atAgAwz1I8UX/2IstCL7ScMrNNs7NdNknqq0HXAAAAlkVWqxpVe7guAABYOT4v6W2zv79N0l8tY18AAABwERY848XM1rr7wMW+f/MPx+VvOx7pTy7Tuj2+s2vydOL614NxmdKWfFwGVZI29MQlnTecXBPG25vWhvHnj6Xb6MgnSuYWu8Jw6gnLt0yOJdsYL8dlbktNccnjqyfifXjFxsFkG8Nnm8J4Y3e8Lvd0OeKUTdPxfmxpjMt4d0/FpaHbu8aTbbS0xmPxmv54XdtbR8L4mmvjcrmS1Ngal/Fdd6o1jG+8Jd6+vXfEZZhb29NtDw22hPHzU3FJ7isTlalzDemPhYFcPEa7EmWm9ybKTB9KlJmWpMFSPN43FOJ9mCobfVeizHSlZdYl2hgpxzurqxDvc0nq93iZyXI81p/Mx8e2scL18VP5+Nj29MXb0dgUj7eyxWXNJakhUU7+fGKRzsSflUr3667xuF/tbenzudaW64n3c5nZn2nmQbrrzOyYpPdKer+kT5nZ2yU9I+mNy9dDLKWF5l9ZspilXikbi3qR9TLTKVnfvnqwEnKwWqg448XM3m9m62Z/32dmT0m628yOmNlLlqSHAADUIXf/KXff5O5Fd9/q7n/o7gPu/nJ3v2r2v+mr5li1yL8AAMiWarcavcbdL3yF/0FJb3L3KyW9QtKHa9ozAACWiS/BD1AB+RcAoC5lNQerduGlaGYX5o03u/u9kuTuj0mK788AAADA5SD/AgAgQ6pdePmopC+Z2W2Svmxmv2tmLzaz35B0X2ohM9tvZgfN7OAfPXp8EbsLAEDtlZfgB6jgkvIv6dk5WLl8fin6CgDAoslqDlbx4bru/l/N7EFJ75B09ez7r9ZMFYXfrLDc90tknv2ZH2FGNQBgVXFuBsIyutT8a3bZ7+dghYYtDGQAwKqS1RysalUjd/97SX9/4d9m9kl3//2a9goAAKCOkX8BAJAdFS+8mNnng/BtZtYlSe7+ulp0CgCA5cStQFhO5F8AgHqV1Rys2oyXrZIelvQHmnkAsEn6IS3gifpTvVNhvO94V3KZzU1nwnhpIn4kzTmLN6NUsmQbm/LxFKYWK4XxohfDeFsu3j5JWtcV31t9xVBzGC8nurt1y5lkG5ZYpnB0TRjf2D0cxtfenH7cT/dIvB0NL7g2jDcNj4Tx533jaLKNybNx+82JWdLN34v3e/cP5ZNtpOz5P2fD+Nrt8XY0XL81ua58V3/8wv3xPsyv7wrjre3xcWrpTo+3QkPcXzvVFsZ9Mh48V0wmm1BjMT7XjifOpy6Pj8fefFeyjUfK58L4mfJEGN9UaA/jL+rZk2zjrv5HwvgPr4/HdHcuPme35uN9K0nXlePnX+4sNoXx503Ex6PSH58XbugL4903xscj1xlvR9PXTybbaDvaE8Y3NsXH6ch4vE/2dA0k2+jaOBb3a8fCz2cgIy47/wKASPPmW8P4WO+dS9yTy5PaDmClqvZw3X2Svi3pPZLOuvvtksbc/Q53v6PWnQMAYDmU5TX/ASog/wIA1KWs5mDVHq5blvQ7Zvbp2f+eqrYMAAAALh35FwAA2XJRf8Td/ZikN5rZayTF88sBAMgI5qNgJSD/AgDUm6zmYAv69sTdvyjpizXqCwAAAOYh/wIAYHVj2ioAAPPwDBYAAICll9UcrNrDdQEAAAAAAHCJaj7jZeRUQxjvnWhJL/RkHC7k48KqJ4vx9aMRS19Xyh1fG8ZP5+Jd8kguLmWbK8blWSXp2oG4BPXRxrhsbF8uLmXdnSjnKklrC3G/jufi/X52qDuMN38nLksrSYXG+KpjYfOpeAGPj5NPJ5vQ+HC8r1oKcfnkYkO8r6wxXo8klQZG47Yn4/K+qeHjY+PJNqZ64+MxPNgaxjvOxGWmy6W48WJn+gpwvjnewesUl5mePN4ZxqcSbUvSzqlUOet4vx8pxP1t83Qb1+U6wvihclxiu68U78N1hXifS+my0V/vOxTGb1y3O4wP59O1tzfl14XxqcRV/JZyHG9V+sRp7oqPR2Fz/Jnh5fjcTJUil9LlrKcT4+R44vO4+0y69PbwSFx6e03inI1H7uKqVMYbAICsqVSeeSWWmk71iTLTq19Wc7CKM17MbJ+Z/b2Z/YmZbTOzr5jZWTO718xuXKpOAgAA1AvyLwAAsqXajJePSXqvpC5Jd0n6v939FWb28tnXbqlt9wAAWHqe0fuLsWqQfwEA6lJWc7Bqz3gpuvvfuPufSXJ3/4xmfvmqpPj+DAAAAFwO8i8AADKk2oWXcTN7pZm9UZKb2RskycxeIil+yMbM6/vN7KCZHfzTgWOL11sAAJZAeQl+gAouKf+afc/3c7ByOX4GFgAAK1VWc7Bqtxr9vKQPaKZ/r5L082b2CUm9kvanFnL3A5IOSNLTN7wim3OFAAAAauOS8i/p2TlYoWELORgAACtAxQsv7n6fZv7gX/DLZrbG3X+6pr0CAGAZZfX+YqwO5F8AgHqV1Rys4oUXM/t8EL7tQtzdX1eTXgEAANQp8i8AALKl2q1G2yQ9JOkPJLkkk/RDkj58sQ2sfXFjGH/e3aeSy7Rsjm9ftoKF8X3fzIfxc5MNyTau2DQUxtcONYfxk+WOML5jMn2X2Obm+N7qvqnOMD5i8SN3Wm0i2UZjcTqMT0zF+6qci/dVaSr9uJ9yKV5X6eS5eIHEqkYHigtuI6XYFG+3tbYll8mNTYbx1tY43rg1Pj1ya7uTbRTWnw3ja0bjsVC46qr4/aefCOPFK9Yk2y4PjoTxfNtUGN+SOxPGB0+1JtuYLsUHN584D4oen/8nK3zyNHk8Rq/NtYfxwxa/f6QcH1dJ6s7F5/mN63aH8e+efjKM71sXHz9J+p7FY2F9ou3DDfG+2pXeDJ05Ga+ruS9uO2XifPqAjCc+l45Pt4Tx043xtxSHCvH2SdLm6bj9if44fkVyTYuHZ7BgmV12/gUAi6V5861hfKz3ziXuSXWV+pTaDqwsWc3Bqj1c9yZJ35b0Hkln3f12SWPufoe731HrzgEAANQh8i8AADKk2jNeypJ+x8w+PfvfU9WWAQBgtSt7Nu8vxupA/gUAqFdZzcEu6o+4ux+T9EYze42kxP0lAABkQzb/5GO1If8CANSbrOZgC/r2xN2/KOmLNeoLAAAA5iH/AgBgdWPaKgAA85Qz+30LAADAypXVHKzaw3UBAAAAAABwiWo+42X6eFziduJ8urSoeuNwquTxiem4pOpIPn1dqXCyK4wfzcX9erQhruk60pgukTyUKBv9rWJcHvpoOS453NaQLiHcUmoK4weL42G8M3HIW0/2JNtIlfS6buRMGE89D+nwubgktyQN5eN+PfdbcVnco6NxyeMb70yXKT9zKh4n3zkf79+bvjkYxntOP55s48ShuOTx4Ghcgvr6NXHZ6BP3xdvXcy7ukySd70+VT4/H6Mm+uK9PKC4TLEkt5Xg0TOTjcuCHivH7TypdIn2z4nNwRHGZ+ScmTofxrkJ6O7bm47Ljw/n4PE+VjT5YYSy8ZP3eMN5Xis/z7uLGMD7VGJfLlqT8UPwZ0/5QfB6kykY/fHJdso27m+MTus3jz9d7/EwY31uodP7H27htKo7/o+SaFo9n9NsWALFUCVrKzwKLp9L5tBSlqbN+nmdl+7Kag1Wc8WJmnWb2fjN7xMwGZn8Ozca6lqiPAAAAdYUcDACA7Kh2q9GnJA1Jeqm7r3X3tZJeNhv7dK07BwDAcigvwQ9QBTkYAKDuZDUHq3bhZae7f8DdT14IuPtJd/+ApO217RoAAEDdIgcDACAjql14OWJm7zSzDRcCZrbBzN4l6WhqITPbb2YHzezgHx1OPLAFAIAVqiyv+Q9QxWXnYOXEs+MAAFipspqDVbvw8iZJayXdYWZDZjYo6XZJayT9ZGohdz/g7vvcfd8/27V50ToLAABQJy47B8vl4ge1AwCApVWxqpG7D0l61+yPzOxWSS+Q9IC7p8urAACwimX1ifpYPcjBAAD1KKs5WLWqRvfM+f1nJf0XSW2S3mtm765x3wAAAOoSORgAANlRccaLpOKc3/+FpFe6e7+ZfUjStyS9v1oDTa+/JYxvfOJwchlrbQ7jPjEZxm++81gYnxzJJ9to3lgK49sPN4TxjpPrwvgaTSTb6GiOX7PJzjC+oRi3fe1Y3FdJyieuCD7dXAzjRVkYb/V0G+ct3o+Dw/Fxylvcp7P59PFoK8fPl25ujo/5plJ8zbB5W7IJeXksjF89Gt8Dv+H60TBevGJNso2N5fhLyJ7x4TDeeOueML6l48kwXti2Kdl28fFTYTzXEp/m7ScH4j49UGG85eLj1Ng0Hca7h+Kxfn9TPHYkactUHG/weEw3NsUHvd/jsSNJ15Ubw/imfHyef8/OhvGXrN+bbOOOvofC+G0brg/jhz0eb5vUnmzjeDE+trsGm8L45ET8/mmLPxckqc3j145ZvH/LHp//D5TjfShJ1+XicZIrpj8zao2qQ1gBLjsHw8Vr3nzrcncBWHVS581Y753Luq6FSrWRlc+F1bZ9Wc3Bql14yZlZt2Zmxpi790uSu583s/j/tAAAAHC5yMEAAMiIahdeOiV9W5JJcjPb6O4nzaxtNgYAQOZ4YuYOsITIwQAAdSerOVi1h+vuTLxUlvTji94bAAAAkIMBAJAh1cpJh9x91N3TD2kBAGAVK8tr/gNcCnIwAECWrYQczMxebWaPmtkT0QPtzeyfmtn9sz93mdnzqq3zki68AAAAAAAAZImZ5SV9VNKPSrpO0k+Z2XXz3nZY0kvc/bmS/qOkA9XWW+0ZLwAA1J2sPlEfAABgJVsBOdgLJD3h7k9Jkpn9uaTXS3r4whvc/a457/+WpK3VVlrzCy/TBx+I48dHksvk2uISopO98UP8n3pobRgv5tNlcZtPxzVrHx3uCuOHGuPJQTunKkwamohL1n6jIS4z7YlpT8eKcWlYSRpMVFt9uDwUxq/LdcTryaWHQm8xfoZfe6I07dlE+emHmtLTuqYS2z54tifuUyF+/4v/Pi45LEmDist1398Yb9/NX4/fv+PhdFnc3sH1YXxU8T7Zl3skjB8+FI/ptV3xcZWkZwbifdWaj8+boVK8ffc2pUv4NiZKC3cnTudHm+Nz8LvTfck2rm3oDuOdiX34QCneJ5PldNGPnYlzKjUO1+fi8td9pbgUuZQuG/13p+LPxFvXz7+QPuMb+fR5s7vQGsbXnYn34XiibPS3m9J/4u6d7g/jHbn48+30dLxPbm7YmGyj2+PP0SsnVsCfXgBYoNVWuhX1ZTHH51KUeq7XMtOLuX189vwgM9svaf+c0AF3vzBrZYuko3NeOybphRVW93ZJf1OtzYoXXsysQ9KvaeYKzt+4+5/Oee1j7v4vqzUAAMBqk7oQDiwVcjAAQD1aihxs9iJL6vag6JvKsFNm9jLNXHj54WptVnvGyydmG/6spDeb2WfN7MLXnDdXWzkAAKvRSniwG+oeORgAoO6sgBzsmKRtc/69VVLv/DeZ2XMl/YGk17v7QLWVVrvwstvd3+3un3P310n6jqS/M7P4PggAAAAsBnIwAACW3r2SrjKzXWbWIOnNkj4/9w1mtl3SX0r6aXd/7GJWWu0ZL41mlnP3siS5+/vM7Jikr0lqSy00956pj7zsev3Mc7ZfTF8AAFgR3JmRgmV32TmY5TuVy8XPggIAYCVa7hzM3afN7Bck/a2kvKSPu/tDZvaO2dd/T9KvS1or6WM28wzFaXffV2m91S68fEHSbZL+z5yO/LGZnZL0Xyt09vv3TA3/0mvJXgEAABbmsnOwQsMWcjAAABbI3b8k6UvzYr835/eflfSzC1lnxQsv7v7Ouf82sx/WTHmlB939qoU0BADAakE9JSw3cjAAQD3Kag5W8RkvZnbPnN9/TtJ/k9Qu6b1m9u4a9w0AAKAukYMBAJAd1W41Ks75fb+kV7h7v5l9SNK3JL2/agOvvC2O959ML9Qa37pcPPEDDxOWJF2zPn6eTa6tGMYlyZobwnjH3XG/th9rD+M9W0aSbUyN58N4eWB9GM8lnrB8bfFcso3e8ZYwPtTcEa9rKu7TThtNtjFWituYCittSWfz8fW8fk0k29jtjcnXIutKcdutxan0QomXrp2M297WORzG12wfSzbR2Dwdxi0XH9vWF20I47sLp8J4Lj4UkqSx+xJjujvu78bEekZ74/EpSWO5eL9fqXj8bByP922paU2yjStK8cfSVZPxvm1v6gnjT+bT4+15E/F2tJTj43S4Id6O7mJqL0qHPd4nt66/Lozf2fdwGH/J+r3JNr5rk2G8uTF+9mbqE3FYpWQb3fnmMN47FX8uXVmMj60lPi+k9Pnc5RXO5xqjnDRWgMvOwbA8mjffutxdAJIWc3wu51hPtT3We2fN267UBuf/5ctqDlbtwkvOzLo1MzPG3L1fktz9vJnF/xcEAACAy0UOBgBARlS78NIp6duSTJKb2UZ3P2lmbbMxAAAyp5zRb1uwqpCDAQDqTlZzsGoP192ZeKks6ccXvTcAAAAgBwMAIEOqzXgJufuopMOL3BcAAFYE92x+24LVjxwMAJBlWc3BKlY1AgAAAAAAwKW7pBkvAABkWVbvLwYAAFjJspqDLfjCi5mtd/e+i32/H3kqfmHkfHqhzrgMbPlIXE569HB8cFp2xKVWJcnG44IAgydbw/j5qbgQa1zIdsb4aLzM2biis7ZNlcN4U2O6eMHURDxpqc3j5+7tmI73SWfneLKNtuG4nOzm5vgYDk/EpaxzFZ4FeM7ibe8rxsd2MFEbulSKy35LUktivx8vxG1MjMRlca87lC5TPl2Kj0cpcTxaDsZlow8/GLc9VU5PUru3GB+ndSc7w3hHOS4hfHdT+sNuQPE4GU6UHB9LfMI8VT6TbKOcj8vJdxbilaV621hhQl882qRWxefarsRHyVRjYlBJ2qR4LH4jH/c4VTb6jr6Hkm3ctuH6MH7M4s/QNYmC0kfL6c/j8+V441Nlo3dYUxi/MVHCW5K2JcrZb79qKLkMUI8WmoMBwHypUshZKYNcaTuWotT0Qi1mn7JyDLOq4oUXM5ufWZuke8zsRs2UNhysWc8AAFgmntFvW7B6kIMBAOpRVnOwajNeTks6Mi+2RdJ3NPNF8xW16BQAAECdIwcDACAjql14eaekH5H0b9z9AUkys8PuvqvmPQMAYJmUM/pEfawq5GAAgLqT1RysYlUjd/+QpJ+V9Otm9ttm1q70IxW+z8z2m9lBMzv48a+nn08AAACAH7QYOVi5wvObAADA0qlaTtrdj7n7GyX9vaSvSIqfovnsZQ64+z533/fPfzh+YCQAACuVL8EPUM3l5mC5XFwwAACAlSqrOdhFVzVy9y+Y2RlJLzGzV7r7/65dtwAAgJk9LWlYUknStLvvW94eYTmQgwEAsLpVnPFiZvfM+f3nJP0XSXlJ7zWzd9e4bwAALIuyvOY/C/Ayd7+Biy71hRwMAFCPVlgOtmiqzXgpzvl9v6RXunu/mX1I0rckvb9aA7lbXhm/MFHhvuOG5jBsa9aG8c6OQ/H713an25iaCsNbRx4P4+sHhsN40458somGZ0bC+J6H46m/3Y0TYbylI45LUtvZUryMF8N4yth4+v19BQvjU5MdYfz+xngwPzQ1kGzjluL6uI3EibHTG8N4Z7w7JEmleDO0Yyp+4UqNhvH2tvFkG9PT8Xho7YyPYdPerjC+qxxXCfVysmlN3h/vwx0bz4TxhpZ4Z5UOb0y2MW3xfr+huz+MnzkXn8u5XFeyjevG4nPzyo2nwvjhk/F5fiqfHtMv3NAXxpu74rbPnIy3Iz/UmWzjeDH+eN1diM//79pkGL9tw/XJNv7u1ANh/IU914TxosXX2ksVHmK2sdAWxo+X4s/Ea/LxvhrIJ05ASR1TDWH8/GAcB+rEZedgwAVjvXeG8ebNty5xT7Dc6vmYp7Y9dX5cisVcF7Kl2oWXnJl1a2ZmjLl7vyS5+3kzm6557wAAWAbL9W1IwCX9bzNzSb/v7geWu0NYMuRgAIC6s4JysEVV7cJLp6RvSzJJbmYb3f2kmbXNxgAAyBxfglKGZrZfMzMZLjgQXFj5R+7ea2brJX3FzB5x96/VvHNYCcjBAAB1ZylysOVQ8cKLu+9MvFSW9OOL3hsAAOrE7EWWijNY3L139r99Zva/JL1AEhde6gA5GAAA2XHRVY3mcvdRSYcXuS8AAKwIK2Gaq5m1Ssq5+/Ds76+U9B+WuVtYZuRgAIAsWwk5WC1c0oUXAABQcxsk/S8zk2b+Xv+pu395ebsEAACAheLCCwAA8/gK+LbF3Z+S9Lzl7gcAAMBSWQk5WC0s+MKLma1193Rd4HlyG3cvtAlZopx0aTQuX5obi8v+asvOdCPj8TLFU/GmFXfEBQRyu7Ymm8h1PhPGrxgaCuMdu+JyssVNLck2dk3E68r3xWVur70uLqNbSDeh4W/HJV3bG+L+ni21h/FTxXR5712luAzzoXy835sSzxUciavlSpLWlOKTuKsct5EvVqjdnNDWHZeabl4fl262lnisF7rOhfHJ0+k+jSveh+VSvFMaO+Lj1+VxSWVJOu/xR0brmnhdja3xvr3ymXi7JWlLW1yGvfu6eF3FptNhvKcvLtssSd03xmOhsLknjDf3nQ3j7Q/FJa4laddgUxhfdyY+D5ob14bxY5YuJ58qG313/6MLev/6fHpfXa+4nPR0osz0rWPxWNjYeT7ZRvfm+PO45Yb4swSoVwvNwYAL6rmEMFDNQs+PpSgZzTmbPRX+N1Uys/eb2brZ3/eZ2VOS7jazI2b2kiXpIQAAS8zda/4DVEIOBgCoR1nNwSpeeJH0/2/v7qPsqs77jn+fO28aaUajkYQQEkK8G0O9DHgCpDWBgINxnGAnjZvEazU1K0Sp4yReaVqDV7zquKuxwXVd4yROIhtoDatJi9060NgmxDYOtsEgJMC8W7wKyUIavQyS5kWauU//uEf1ePrse+bemXvnzrm/D+ss3XnO3nfvfV7uPJy55+x3uvvxPyf/J+BX3f1M4OeA/9zQnomIiIi0L+VgIiIiBZF3q1GXmXW6+yTQ6+4PA7j7c2bW0/juiYiINF9Rn6gvi4pyMBERaTtFzcHyvvHy58BXzewK4Otm9hkz+xkz+xjwaKqSmW0ysy1mtuULd9w5j90VERERaQtzzsHK5fSzlURERKR5qn7jxd3/1Mx+ALwfODsrfzbwFeA/Vqm3GdgMcHTXk8W8ZCUiIoWlZ7DIQpuPHKyze70OZBERWVSKmoPlzmrk7vcB9wGY2aXARcBL7lWmPhERERGROVEOJiIiUgx5sxo9NO31dcBngT7go2Z2Q4P7JiIisiDKeMMXkWqUg4mISDsqag6W+3Ddaa9/G7jK3fea2aeAB4Eb8xrwwwfiFR3ppv3ISBwf2RvHR+N7mG3/nnQb+/eF8andcdtJpZ3JVeNPHwrj+/etCONWig+CrtfGk208t+fEML6zK96+y7fHbU+V09fgvtcTP8OvrxzH7y8dDuPPT8TbHKCn56Qwvrs8Frdd6g/jUx3pcfyoI45vnOwK46XE3xMP74vLA3Ttj/fhuvH4uOpcPRzGJw+Ww7jHYQA6Eh8iS/rjgZQn4/cZJ7GhgBUWv1dXf9yx8UPxcWhVPvCWDUzEdTrjfTs5Ecd7lqT/IFwa6A3jXq6ygQMTR9KfY0cn4nXjZmE8dVStTK6BLovHfvEJbwjj39/7bBi/cPWZyTY2dC8N42PE22pnR/y5UB6Jxw1weLQ7bpuDYTw++0UKZ845mLSfsV3311S+d92lNb9XtToiIhLLu/BSMrNBKt+MMXffC+DuR8ws8b9tIiIii5vrGymy8JSDiYhI2ylqDpZ34WUAeAQwwM1srbvvNrO+LCYiIiIi8085mIiISEHkzWp0amJVGfilee+NiIhICygX9In6sngoBxMRkXZU1Bwsd1ajiLuPAi/Oc19EREREpArlYCIiIotPXRdeREREiqyo9xeLiIiItLKi5mBVp5MWEREREREREZH6NfwbL+WHvhavSEyDCiTnzJ168pkwfuy5eJrizvV96X4diKcp3vHdxDSzHj/HbnBNPGU0wCuvrA7jWzvjNk7fGccHqkxe8PiSeBe+mpj2d/lEvE26qtxLt6crbn9F4vBZZolpdMvp6X2fmzwYxkem4v002hn36dSO9D4fT0x/+1pXPH3y/o54ituVU8kmKCced7j/tXhK4PO2xMfu7uH42ClZej893hO30fFC/F6diff6Xm96OunBcuIjY9sJYXiXxVMLb+1Nj2NqV/xepx6Ipyn/4Vg8uXA5MW0zwJLv7A7jnd1xG6lpo5/aHW9bgMlE+48siY/DQ8QH1o7ykWQbU4nzdk3HsjCemjZ66/D2ZBskhnhSZ7zdn+qOj8POifS02GPH4mNucDg+/09MvtP8Ker9xSJSbKmpnlNTQ9c6/XS1OppmWoqmnvNjIdsuyjlY1Bys6jdezGzIzL5lZneY2QYzu9fMRszsYTO7oFmdFBERaSZvwn8i1SgHExGRdlTUHCzvVqPPAZ8E/g74HvBX7j4A3JCtExEREZH5pxxMRESkIPIuvHS5+9fc/a8Bd/cvUXnxDWBJw3snIiKyAMruDV9EcigHExGRtlPUHCzvwsu4mV1lZu8B3MzeDWBml0HigQSV9ZvMbIuZbbnlm9vmr7ciIiIi7WHOOVi5yjOiREREpHnyHq77fuAmoAy8HXi/md0G7AI2pSq5+2ZgM8DYHX+kP+uJiMiiomewSAuYcw7W2b1eB7KIiCwqRc3Bql54cfdHqfyyB8DMvgS8AvzA3b/b2K6JiIiItCflYCIiIsWRN6vRQ9Ne/xbwWaAP+KiZ3dDgvomIiCyIot5fLIuHcjAREWlHRc3B8m416pr2ehNwlbvvNbNPAQ8CN+Y1MPXYU2HcJ46lK5UsDI8/+XoY3719eRjv2z6ebOLY0a4w/vTYQBh/vSPu0/qXliXb2NEVb95HOsbC+O7enjB+8lT6GXov2tEw/szkgTC+sntNGF9dTl+DG2MyjHcljtmT6A7jG7oHk20cLsfjOKN7VRh/vTwRt+1x2wDDFo9jl8f74xSL3ys1boC9HXF8oitesfFQvM93exwfKCdv66eUOJsPWbzicCne56+SPm8mSvF581xHfIw+11UO449OxccnwEBPvM+Hj8bn5uNL4v3aTXzOAvTtOCGMx72FcYu31fd70wdDn8ftPzy5N4wPdvSG8SOJcwNgbWdfGH8TcXxD99L4jVYnm2Dr8PYwfumac8P4Y4yE8f4q5/+ycnx+LB/uD+NnJN9JpFDmnIPJwhjbdX8Y7113aZN70tpS2wm0rRqpnY/PasfcfKl1O85nn9p53y4GeRdeSmY2SOWbMebuewHc/YhZ4v9iRUREFrmi3l8si4pyMBERaTtFzcHyLrwMAI8ARuWJ+mvdfbeZ9WUxEREREZl/ysFEREQKIu/huqcmVpWBX5r33oiIiLQA99SNZyLNoRxMRETaUVFzsLxvvITcfRR4cZ77IiIiIiJVKAcTERFZfOq68CIiIlJk5YLeXywiIiLSyoqag1WdTlpEREREREREROrX8G+8dFyWmL5qJD2dLIlpbpet3xHGT1n3chi3zvR1JZ+Mp7MeenRPGN+3L542um8gPdXrqiPxlMDHpuL3St3NtvZY+j63I4kpj19LTE07YfEVxFKV5/RNJq46bu+M+7WXeJscLKenKT6zM55q9izicSwpxdPlnj+enuhhR1c8FfI5Fscv8cNhvH95PJU1wPDBeN8u743rbLwi3iZrfngojHevSl8BPmFbPK36mrPj9zo2Fk/h2/3q2mQbqemsT105HMbX718RxnuXrEy2kdqHa7rjab8npuIph49UefTk2iXx1PSTU/Fnxs7JeBrmPk9/xryamOp9eSn+XNh1LO7TmV3pbbVzKt63k4lppscSnzIndcbbENLTRt+/56kwftma88L4Ix1xXwFOTnxeLfF4mvJmTIroXsy/toiITLeQ08xqituFoe3efhbbNNNFzcGqfuPFzAbM7EYze8bM9mXL01lsRZP6KCIiItJWlIOJiIgUR96tRv8TOABc7u6r3H0V8LNZ7M5Gd05ERGQhlPGGLyI5lIOJiEjbKWoOlnfh5VR3v8nddx8PuPtud78JOKWxXRMRERFpW8rBRERECiLvwsvLZvYhMzvxeMDMTjSz64H4gSuVMpvMbIuZbbnl6w/MV19FRESawt0bvojkmHMOVi4faUpHRURE5ktRc7C8Cy+/CqwCvm1mB8xsP3AfsBL4F6lK7r7Z3Yfcfeg3r/7peeusiIiISJuYcw5WKsUPfBcREZHmypvV6Gzg4+5+vZktBW4ALszWxdObiIiILHJlfSNFFp5yMBERaTtFzcHyvvFyK3D8e6qfAfqBG4FR4LbGdUtERGTheBP+E8mhHExERNpOUXOwvG+8lNx9Mns95O7H/9LyHTN7dDYNlLc8HMf3HEzW8alyGJ8angjje57sDeNHJ9LDM4s3+CtH+sL4893xe3WPJptgKnFZa1tHPI7h8ngYP21J+qvCRzgWxp8e3R3G93cvD+PjnauTbUwS748Bjwc4wJIwvrRrTbKN0cQf7045ZnH5xLZd2RVvQ4B95Xg77umK25g8Fjfi5bg8wH66wvjIaHz8rH3l9TB+cHfc19W96fv1u7ribViejPs7si8+bw6X0uMbiA8FDowsDePbE+fNPpsM4wAHOjri+FR8bj7SHZ9PA1U+3l4ej99rZ1e8z4d74s+Lh/xgso3U1frhyXgfntm1MoxvtPh8AnhDR7wPLx07GsZ3dvSE8ae64+MW4DFGwvhla84L49/e82RN5QHGSvHx0NUZf16JtIk552Aye2O77g/jvesuXVRtpDSjDZFmSp1P82khz81mjK9aG/rMmH9533h5wsyuzV4/ZmZDAGZ2NiT+j19ERGSRK+qD3WRRUQ4mIiJtp6g5WN6Fl+uAy8zseeBc4AEzewH4fLZOREREROafcjAREZGCqHqrkbuPAO8zs37g9Kz8q+7+WjM6JyIishDKegaLLDDlYCIi0o6KmoPlPeMFAHc/BDzW4L6IiIiIyDTKwURERBa/WV14ERERaSd6BouIiIhI8xU1B8t7xouIiIiIiIiIiNSp4d94KV3x9ji++5V0pWPxw/q7xuJpWNdv3B7Gp/amp9617via04mvHArjJ/8wntZ0MjVnNNDZEc+9u3a8P4w/2xNP9XpSlbkLSqlduHRjGN7v8TSzJ3r6UFhm8RhHE1Nyr5mKpyM+uZSesnZgKl73lu54KtvUdODr33I42cbyJ+Kpps86FE/Xe9aV8bFQ6u9OttG/Lb71vmd5PNXz0l+Ip9jtfeVHcdtnnJVs++RnXgjjHetPC+P9O/eG8b770o8PWHZCfPx0r42PnxUPj4XxjQdWJNs454ThMF5KnE/lvSeG8WrXys9ZsS+MDx6Mp5l+ujM+N8+rMt3xD8rxsXtJ99owbsTnzQUT6em993XE69YOxJ995ZG4fOdE+tzs7x4M4490xOdHrdNMA1yw+owwPpXY582Qmg5cRIppPqdOXcjpYUXaRT3n2WKaIrlaXxd6qulGK2oOVvUbL2a23Mw+YWa3m9l7Z6z7XGO7JiIiItKelIOJiIgUR96tRrcBBnwZ+DUz+7KZHf/T7yUN7ZmIiMgCcfeGLyI5lIOJiEjbKWoOlnfh5Qx3v8Hdv+Lu1wBbgW+a2aom9E1ERESkXSkHExERKYi8Cy89Zj9+wIe7/wmwGfhHIPmL38w2mdkWM9tyy133zUtHRUREmqWMN3wRyTHnHKxcTj/rTkREpBUVNQfLu/ByN3DF9IC7/zfgD4H4KZuVMpvdfcjdh37zmsvn3EkRERGRNjPnHKxUWtbgLoqIiMhs5M1q9GXgGQAz6wU+DFwAPAUMNbZrIiIiC0PPYJEWoBxMRETaTlFzsLxvvNwKHP+e6s3AcuAmYJTKQ99EREREZP4pBxMRESmIvG+8lNx9Mns95O4XZq+/Y2aPzqqFA3vi+KHXk1V8ZCSOj02E8fKh8TB+bM9kGAeYmrAwPv56VxgfPRrH95Z7wjhAKfFF4JHO+HrXPpsK4wfipgHo8/i9jnj8Xs9N7A3jpZ54ewAsSxwmXcR1llu8TZaWk01wOO8S4Cz5ZPoK6ZEjcb9GJ+MNPHU4Pn7Ko/G2Bdi/uz+M943Gx+iSXa+FcT80Fjdw7FiybSsl9mF3dxyfTI8jpXNF3EZpWZWDNNBv6XOz74R4W02Od4Tx3nJ8YK309LZasTbevocOx8fIusn4HDjQEfcJ4NzSQBgfTJyzq6fibbvBRpNtLD8W79vBdXGdw6Nx+bFj6XEsK8frTu7ojd+rFO/bC1afkWxj2/DzYfycwQ3JOo1WLuhfW2RRmXsOJgtibNf981K+d92l89EdkbbSDudNaoy1fva0qqLmYHn/u/uEmV2bvX7MzIYAzOxsIP1/NSIiIiIyF8rBRERECiLvGy/XATeb2UeAYeABM9sB7MjWiYiIFI5r1iFZeMrBRESk7RQ1B6t64cXdR4D3mVk/cHpW/lV3j++PEBEREZE5Uw4mIiJSHHnfeAHA3Q8BjzW4LyIiIi2hqPcXy+KjHExERNpJUXOwWV14ERERaSdFncpQREREpJUVNQebp7lkRERERERERERkppq/8WJma9w9MUe0iIjI4lfUB7vJ4qYcTEREiq6oOVjVCy9mtnJmCHjIzC4AzN335zVgG84J497Zna6zdFkcT5Xv7Eis2ZlswyfLYbznaByH18No556+ZBtLe+LZHleN9YTxI1NLk++VsnYyPjCXdMfvNdqzOoxvtN5kG2vK8fYdtbjtNxydCuP9Pplso5zYu+svibe7dcblu4dOTbaxYfylMD5xMB5fz9DG+I1KqSMR1iXa6Fwdn2od5yXOj0OJcb/xgmTbHYOD8YqT4nF09Mb7fOXEk+k2To/fy/ric3bN3qfC+NJXjibbWPqm/jBePjQexk/beSSM9/fF5QGWbIz3+cp9o2F8Ym+8/zYcS332QKkrXnfmRPwZs8Ljz4tTzjqQbOPI/vhzdOn58TbcwMEwPjg8lmxj+XD8Xkt8SRjv6lwexqc6Up+tcM7ghjD+zIEdyToiRTcfOZgsjN51l4bxsV3311ReRKQWtX72SHPlfeNlGHh5Rmw9sBVwKk/ZFxERKZSi3l8si4pyMBERaTtFzcHynvHyIeBZ4Bp3P83dT6MyleFp7q5f+CIiIiKNoRxMRESkIKpeeHH3TwHXAf/ezD5tZv2Qf9OVmW0ysy1mtuWW/3XPPHVVRESkOdy94UseM7vazJ41s+1mdkMThi0tZD5ysHI5vhVTRESkVS2GHMwqPputf9zMLsx7z9yH67r7q8B7zOwXgXuB3AeRuPtmYDPA+Na7ivldIRERkQYxsw7gz4GfA14FHjazu9w9fnCSFNJcc7DO7vXKwURERGowyxzsHcBZ2XIx8BfZv0lVv/FiZheb2fEnJX4D+EfgCTO7ycwG6hqJiIhIi/MmLDkuAra7+wvufhT4G+Bd8zQ8WQSUg4mISDtaJDnYu4AvesWDwAozO6nam+Y94+VW4Pg0H58BuoA/zmK35fdZRERE6rAemD6t06tZTNqHcjAREZHmm00OVnuelnPv09PTXm+dse7ROu6l2tToOmpDbagNtbEQbbRin9q5jcWwAJuALdOWTdPWvQf4wrSf/yXwpwvdZy1NPT6UgxW0T2pDbagNtVHkNhbDMtccDPg74K3Tfv4G8JaqbeZ06E7g2uz1bcBQ9vps4OE6Bril0XXUhtpQG2pjIdpoxT61cxuLfQF+Grhn2s8fBj680P3S0tRjQDlYQfukNtSG2lAbRW5jsS+zycGAvwJ+fdrPzwInVXvfvFuNrgMuM7PngXOBB8zsBeDz2ToRERGZfw8DZ5nZaWbWDfwacNcC90maSzmYiIhI880mB7sL+I1sdqNLgBF3/1G1N606q5G7jwDvy6YwPD0r/6q7v1bvKERERKQ6d580s98F7gE6gFvd/ckF7pY0kXIwERGR5kvlYGb2r7P1fwl8Ffh5YDuVZ69dm/e+udNJZ29+CHiszr5Pt7kJddSG2lAbamMh2mjFPrVzG4ueu3+Vyi92aWPKwZpeXm2oDbWhNtTG3OssalEOll1wOf7agQ/U8p6W3ZMkIiIiIiIiIiLzLO8ZLyIiIiIiIiIiUiddeBERERERERERaRBdeBERERERERERaZCGXngxs3PM7Hoz+6yZ3Zy9fuMs6lxpZn0z4lfPss0v5qy/2MyWZ697zexjZna3md1kZgNB+W4z+w0ze1v283vN7M/M7ANm1jWbPkljmdmaGsuvalRfmqnWcWd1Fv3Y23XcoLEvdB9EFpNac7BWy7+ycsrBWpxysJrqLPqxt+u4Qce6zF3DLryY2fXA3wAGPERlPmwD/trMbkjU+X3gb4HfA54ws3dNW/3xoPxdM5a7gV8+/nOia7dSmfIJ4GZgALgpi90WlL8NeCfwQTO7HXgP8H3gp4AvJDfAAljoDwQzGzCzG83sGTPbly1PZ7EVQfnlZvYJM7vdzN47Y93nEm2snLGsAh4ys0EzWxmUv9HMVmevh8zsBeD7ZvaymV2WaGPIzL5lZneY2QYzu9fMRszsYTO7YK7jrmfstY67nrFr3LMbt8beeue5iPwkqzEHs9bMv0A5WC3v13KfzbX+TppWTrmIxr2ocrB2PtalBu7ekAV4DugK4t3ADxN1fgD0Za9PBbYAH8x+3haU3wrcAVwOXJb9+6Ps9WWJNp6eXn/GukeD8o9n/3YCrwEd2c92fF1QZwC4EXgG2JctT2exFUH55cAngNuB985Y97lEGytnLKuAl4BBYGVQ/kZgdfZ6CHiByrzjL1fZVkPAt7JtvAG4FxihksBdEJS/B7geWDsttjaL3RuU/3LWr3cDd2U/90T7ZlqdMvDijOVY9u8L0TE17fW3gJ/KXp8NbEm08RDwDuDXgR3Ar2TxK4EH5jruesZe67jrGbvGPbtxa+ytd55r0aLlJxdqzMFowfwriysHUw6mXETjbvmx1zruIu1zLbNfGvfGlV94G4P4RuDZRJ2nZvzcB3wd+DTxRZES8AdUfhmdn8WqHhTAncC12evbgKHs9dnAw0H5J6gkKoPAIbJfqMASpiURM+q06y+/cL+m1s3cp8AfAd+lksCkxv1vs2PiTdNiL+Ych53Z6wdT22RGfNu016+k1tU77nrGXuu46xm7xj27cWvsrXeea9Gi5ScXaszBaMH8K1unHEw5WLiu3nHXM/Zax13P2DXuxZ2DtfOxrmX2S+PeGK6mcjX/a8DmbPl6Frs6UeebZL/Ap8U6gS8CU1XaOpnKL/Q/m3ngBmUHgP8KPE/l66rHqPzl4dvAm4Pyf5Ctfxn4feAbwOep/HXoo4k22vWX398DHwJOnBY7kUqy8w9B+aeB0ozYvwKeBF6exf7+NNBPlWSPytem/x64Avhj4DPAzwAfA25P1HkAuIrKV5pfBt6dxS8jvlpf07jrHXst465n7Br37Matsbfeea5Fi5afXKgxB6MF86+sjnIwVw6WxZWLaNwtO/Z2Pta1zH5p7JtX/iJyCfDPgV/JXndUKX8y0/5CMWPdP5tFe+8EPj7LvvUDbwbeMv0ATpRdB6zLXq/IxnJRlfLt+stvkMr92s8AB4D92dhuIv7q7SeBtwXxq0ncjjaj3C8CDwK7c8pdDvwPYBuVZO2rwCaCr2Fn5d9M5S9mXwPOoXIv+sFsf/zTuY57rmOf7bhrHXti3Aeycf9/518w7gPZuD/ZoHFfU8O4fzYY928nxn1+LeMu2D5v+NjnMu5ax65Fi5YfL9SQg9Gi+VdWXjmYcrCDKAfLG7dysAXe53Uc6zWNvVXHrWX2y4J3oIjLjBNj/4wTYzAov9C//DoT5Wv65ZfVOQd4G9m94tPHUqX8lUH5d1QZx/+rA/QC/6TONsLy2bo31lIHuIgff3X4POAPgZ/P2R/T65wL/JtqdWaUfxPwkRrbyO0XcHGt45hRP0wgc+p8sYayvcCdjWyjnnEAl2bb6qoa6rw12+ezqpO18ZEa26ipX7Mpnx0jA9nrpcB/AP4Plc+3gZzyvVn5u1Plp9VZPq2NTwL/UK2OFi1atLgrB0M5mHKw2s4X5WCzb2PWOVidfapahxrzr6BObg6G8q+GLpZtWGkSM7vW3W+b7/Jm1guc4e5PNKqNvDpWmRXhA1QSnPOpPJjvb7N1W939whnlfw/43dmWr7ONmspPq/M7VJK22bTxUSr3YXdSud/9IipfnX4bcI+7/0nQxsw6FwP3perMUxtV69RRPpq54goqX1nH3a8J+jSzjlH5y0hYZ57aqFqnzjYecveLstfXUTnGvkLlr5N3u/uNOXV+K6vzv1N1gvK/U2Mbuf2qs40nqdwWMGlmm4EjVJ6JcGUW/+Wc8qPAl1Ll62lDRGQ2lIP9RHnlYMrBlIPNU340T33Ka6Pm3KjWHEz5V4M14mqOlvRCzj3Qcy2/kG1Q+6wINZVv8TY6qFwZfp0fXynuJT3rQk11WrEN6pvVYlstdepso6Y6tfZp5nFAZYaJE7LXy5jd/fq5dVq4jVpnhqtnJpOa62jRokVL3oJysLrLt3gbLZUfNaMNlIMdf90S+VGT+tTwfKqeNrTMfulE5p2ZPZ5aReU+4zmVb9U2qNw7fhjA3V8ys8uBL5nZxqzOXMu3ahuT7j4FjJrZ8+7+elZ3zMzKiTZqrdOKbQwBH6TyIMJ/5+6PmtmYu3870R+o3NNfS5162qi1Tq19AiiZ2SCVZyiYu+8FcPcjZjY5T3VatY3pf9F9zMyG3H2LmZ1N5WGZcy1fbx0RkZbMj5SDKQdTDlb4HKwZfWpGPqX8q4F04aUxTgTeTuXBR9MZ8L15KN+qbew2s/Pd/VEAdz9sZr8A3Erlfti5lm/VNo6a2VJ3H6XyCwQAMxugMuVkpNY6LdeGu5eB/2Jmd2b/vkbOZ0qtdVq1DSqzczxC5VxwM1vr7rvNrI90MllrnVZt4zrgZjP7CDAMPGBmO6hMd3rdPJSvt46ICLRmfqQcrHFttFx+1Iw2WjU/auMcrBl9akY+pfyrkbwFvnZTtAW4BXhrYt1/n2v5Fm6jplkRai3fwm30JMquZtpUk3Op06ptzCg361kt6q3Tqm1Mq7sUOK2RdVqlDWqfmaSm8vXW0aJFS3svLZofKQdrXBstmR8pB2teG9PqtkR+1Og+NSOfUv7VmEUP1xURERERERERaZDSQndARERERERERKSodOFFRERERERERKRBdOFFRERERERERKRBdOFFRERERERERKRBdOFFRERERERERKRB/i9wIkh2T7P03QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1440x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(20, 9))\n",
    "sns.heatmap(ele['dist'], ax=ax[0])\n",
    "sns.heatmap(ele['dist'] < 8, ax=ax[1])\n",
    "ax[0].set_title('Distance Map')\n",
    "ax[1].set_title('Contact Map')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ESM-2 unsupervised self-attention map contact predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note, this matches the `Quickstart` code in the README.\n",
    "\n",
    "The contact prediction comes from a sparse linear combination of the self-attention maps, trained with logistic regression on a few proteins, as described in our paper \"Transformer protein language models are unsupervised structure learners\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, alphabet = esm.pretrained.esm2_t33_650M_UR50D()\n",
    "batch_converter = alphabet.get_batch_converter()\n",
    "data = [(i, esm_structural_train[i]['seq']) for i in [0,1]]\n",
    "batch_labels, batch_strs, batch_tokens = batch_converter(data)\n",
    "batch_lens = (batch_tokens != alphabet.padding_idx).sum(1)\n",
    "with torch.no_grad():\n",
    "    results = model(batch_tokens, repr_layers=[33], return_contacts=True)\n",
    "for (_, seq), tokens_len, attention_contacts in zip(data, batch_lens, results[\"contacts\"]):\n",
    "    plt.matshow(attention_contacts[: tokens_len, : tokens_len])\n",
    "    plt.title(seq)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.10 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "vscode": {
   "interpreter": {
    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
